{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os, sys\n",
    "from matplotlib import pyplot as plt\n",
    "import dataclasses\n",
    "from typing import Optional\n",
    "\n",
    "sys.path.append(os.path.join(os.getcwd(), \"..\", \"..\", \"simulator\"))\n",
    "from structs import Dataset, read_request_results, RequestResult\n",
    "\n",
    "@dataclasses.dataclass\n",
    "class Backend:\n",
    "    name: str\n",
    "    label: str\n",
    "    color: str\n",
    "    num_gpus: int\n",
    "\n",
    "EXP_RESULT_ROOT=\"/workspace/exp-results\"\n",
    "SYSNAME=\"DistServe\"\n",
    "\n",
    "def load_result(exp_result_dir: str, backend: Backend, per_gpu_num_prompt: int, per_gpu_request_rate: float) -> list[RequestResult]:\n",
    "    possible_paths = [\n",
    "        f\"{EXP_RESULT_ROOT}/{exp_result_dir}/{backend.name}-{per_gpu_num_prompt*backend.num_gpus}-{per_gpu_request_rate*backend.num_gpus}.exp\",\n",
    "        f\"{EXP_RESULT_ROOT}/{exp_result_dir}/{backend.name}-{per_gpu_num_prompt*backend.num_gpus}-{round(per_gpu_request_rate*backend.num_gpus, 4)}.exp\"\n",
    "    ]\n",
    "    if int(per_gpu_request_rate*backend.num_gpus) == per_gpu_request_rate*backend.num_gpus:\n",
    "        possible_paths.append(f\"{EXP_RESULT_ROOT}/{exp_result_dir}/{backend.name}-{per_gpu_num_prompt*backend.num_gpus}-{int(per_gpu_request_rate*backend.num_gpus)}.exp\")\n",
    "    for path in possible_paths:\n",
    "        if os.path.exists(path):\n",
    "            return read_request_results(path)\n",
    "    raise FileNotFoundError(f\"Cannot find result file for {backend.name=}, {per_gpu_num_prompt=}, {per_gpu_request_rate=} (filename candidates: {possible_paths})\")\n",
    "        \n",
    "\n",
    "def get_attainment(results: list[RequestResult], ttft_slo: Optional[float], tpot_slo: Optional[float]):\n",
    "    if ttft_slo is None: ttft_slo = 1e10\n",
    "    if tpot_slo is None: tpot_slo = 1e10\n",
    "    counter = 0\n",
    "    for result in results:\n",
    "        if result.ftl <= ttft_slo and result.tpot <= tpot_slo:\n",
    "            counter += 1\n",
    "    return (counter / len(results))*100\n",
    "\n",
    "def save_plot_to(filename: str):\n",
    "    path = os.path.join(\"/app/plots\", filename)\n",
    "    plt.savefig(path, bbox_inches=\"tight\")\n",
    "\n",
    "def get_marker(backend: Backend):\n",
    "    if backend.name == SYSNAME:\n",
    "        return \"o\"\n",
    "    elif \"vllm\" in backend.name:\n",
    "        return \"v\"\n",
    "    elif \"deepspeed\" in backend.name.lower():\n",
    "        return \"D\"\n",
    "    else:\n",
    "        assert False, f\"Unknown backend: {backend.name=}\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [],
   "source": [
    "def find_intersection(\n",
    "    xs: list[float],\n",
    "    ys: list[float],\n",
    "    target_y: float\n",
    ") -> (float, float):\n",
    "    \"\"\"\n",
    "    Find the intersection point of the given curve (indicated by xs and ys), and\n",
    "    return the X axis and Y axis of the point.\n",
    "    \"\"\"\n",
    "    for index in range(len(xs)-1):\n",
    "        x0 = xs[index]\n",
    "        x1 = xs[index+1]\n",
    "        y0 = ys[index]\n",
    "        y1 = ys[index+1]\n",
    "        if (y0 < target_y) != (y1 < target_y):\n",
    "            # Intersection point found!\n",
    "            inter_x = (target_y-y0) * (x1-x0) / (y1-y0) + x0\n",
    "            return (inter_x, target_y)\n",
    "    print(f\"WARNING: Intersection point not found! xs: {xs}, ys: {ys}, target_y: {target_y}\")\n",
    "    return (xs[0], target_y)\n",
    "\n",
    "def draw_attainment_rate_plot(\n",
    "    ax: plt.Axes,\n",
    "    exp_result_dir: str,\n",
    "    per_gpu_num_prompt_req_rates: list[(int, float)],\n",
    "    backends: list[Backend],\n",
    "    ttft_slo: float,\n",
    "    tpot_slo: float,\n",
    "    atta_target: Optional[float] = None,\n",
    "    show_ttft_tpot_line: bool = False,\n",
    "    show_ylabel: bool = False\n",
    "):\n",
    "    ax.set_xlabel(\"Per-GPU Rate (req/s)\")\n",
    "    if show_ylabel:\n",
    "        ax.set_ylabel(\"SLO Attainment (%)\")\n",
    "\n",
    "    first_inter_x = -1\n",
    "    for backend in backends:\n",
    "        xs = [rate for _, rate in per_gpu_num_prompt_req_rates]\n",
    "        ys_both = []\n",
    "        ys_ttft = []\n",
    "        ys_tpot = []\n",
    "        for per_gpu_num_prompt, per_gpu_request_rate in per_gpu_num_prompt_req_rates:\n",
    "            results = load_result(exp_result_dir, backend, per_gpu_num_prompt, per_gpu_request_rate)\n",
    "            ys_both.append(get_attainment(results, ttft_slo, tpot_slo))\n",
    "            ys_ttft.append(get_attainment(results, ttft_slo, None))\n",
    "            ys_tpot.append(get_attainment(results, None, tpot_slo))\n",
    "        ax.plot(xs, ys_both, label=backend.label, color=backend.color, marker=backend.marker)\n",
    "        if show_ttft_tpot_line:\n",
    "            ax.plot(xs, ys_ttft, label=backend.label+\"-TTFT\", linestyle=\":\", color=backend.color, marker=backend.marker)\n",
    "            ax.plot(xs, ys_tpot, label=backend.label+\"-TPOT\", linestyle=\"--\", color=backend.color, marker=backend.marker)\n",
    "        if atta_target:\n",
    "            inter_x, inter_y = find_intersection(xs, ys_both, atta_target)\n",
    "            ax.vlines(x = inter_x, ymin = 0, ymax = inter_y, linestyles=\"--\", colors=backend.color)\n",
    "            ax.axhline(y = atta_target, color=\"grey\", linestyle=\"--\")\n",
    "            if first_inter_x == -1:\n",
    "                first_inter_x = inter_x\n",
    "                # Treat the first backend as DistServe\n",
    "            else:\n",
    "                print(f\"Improvement ({backends[0].label} compared to {backend.label}): {first_inter_x/inter_x}\")\n",
    "\n",
    "    ax.set_ylim(0, 110)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Improvement (DistServe compared to DeepSpeed-MII): 7.359999999999999\n",
      "Improvement (DistServe compared to vLLM): 4.6\n",
      "Improvement (DistServe compared to DeepSpeed-MII): 1.5729411764705883\n",
      "Improvement (DistServe compared to vLLM): 2.7504\n",
      "Improvement (DistServe compared to vLLM): 1.9898936170212769\n"
     ]
    },
    {
     "data": {
      "image/png": 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pSdXr9Sqg/vHHH1Zp//Wvf6mAGhkZaXmtQ/wfFkIIIWohI4yEEEIIYRNVVSkoMTbpLbeolPkrj6LWdPyy+xdXRpNbVNpkZVDVmo7e8nx9fS2Pa1tDp6rk5GTL43HjxtWaTlEUvL29L7psnTp14pdffiEwMBDQehz/9ttvPPnkk4wdOxZPT0+GDx/Oyy+/TGJiYq35vPbaawDMmDGDe++9t8Y0zs7O/Pe//wUgLi6OjRs31prfpEmTas0HtB715ef166+/rjFNXl6eZSTTjBkzcHZ2tmxTVZWFCxcC8MgjjzB16tQa8/D29ub1118HYPv27Zw6darWMjUFVVUpKC1o0ltucS6v7nkVtYZPr1r277U9r5FbnNuk5Whrn98PP/yQ7OxsQkNDWbRoEQaDocb9FyxYQGhoKGazmS+++MJqmz3yqMzJyYlPP/20xnz+9a9/0a9fP0AbrVRSUmK1/fHHH+eee+6xPI+NjeW9997jlltuoVu3bgQFBXHLLbewatUqm/9Wb775JkFBQdVenzhxIvfffz+grXFUdZTRm2++SWlpKUOHDmX+/PmWdaQq0+l0vP/++zg5OZGXl8cPP/xg9zzK13Sp67w+99xzlvPaFMpHTezYsYOzZ89aXv/hhx8oLCzE09OT6dOnN9nxm5WqQkl+096KcmDNP6Gu2sraeVq6pixHE37fGQwGbr75ZgD++OMPMjIyakxXfu10c3Pjuuuua7LyNFZwcDCXX345AF999ZXldVVVLc9ldJEQQgihqfnXhBBCCCFEFYWlJiJf+L1Fy6ACyTlF9H/xj3rTXqzol6bg6tj6qkhubm6Wx1WngqpNcHCw5fHSpUt566237F6ucsOHDyc6Opq3336bZcuWER8fb9lmNBqJiooiKiqKV155hQULFlSbFisnJ4dNmzYBMHPmzDqPdckll+Dn50d6ejo7d+7kiiuuqDFdfYt1Ozg4cOONN/LRRx+xZs0aLly4gJeXl1Wan376icLCwhrzi46O5syZMzaVuXLAbufOnfTs2bPO9PZUaCxkxDcjmu14tUkpSGH0d6Ob9Bi7b9uNq4Nrkx7jYtT2+S0PRl5zzTU4OTnVur/BYGDUqFH88MMP7Ny502qbPfKo7MorryQkJKTGbTqdjlmzZvHUU0+RmZnJ/v37GTlypNX2zz//nFtuuYW33nqLdevWYTQaLdtTUlL43//+x//+9z+GDh3Kd999R/fu3Wsti7e3d52N0Pfccw8ffvghAOvWrbNMowmwatUqQAv01hToKefl5UX//v3Zu3cvO3futASh7JGHyWSyfK/Zel6bwqhRo+jRowenT5/mq6++4oUXXgAqpqO78cYbrYLhbVppAbxS83luPirkJMFrYU17mGeTwLFTk2V/++238/7771NaWsry5cuZO3eu1fbCwkJ+/vlnAK6//npcXVvfd29ld955J3/88QcrVqzgww8/xNXVla1btxIXF4dOp6u3ziCEEEJ0FDLCSAghhBCiDajcyOzh4WHTPhEREYwdOxaAt99+m759+/LCCy+wYcMGCgoK7F5GHx8fXn75Zc6dO8fRo0f59NNPeeCBB+jfv78lTVFREfPmzWP+/PlW+x44cMCyrsCtt96Koih13tLT0wHrUVRVDRgwoN4ylzcQFRcXVxsZANp6BwAhISFMnDjRalvlEQ2jRo2qs7yVAwZ1lVm0TzV9fk0mEwcPHgTg448/rvf/fPn/z8r/f+yRR1XDhg2r870MHz7c8vjw4cM1prniiitYs2YNGRkZ/PbbbyxYsIDp06fj6elpSbN3717Gjh3L+fO1r003ePDgWkdMAQwaNAhHR8dqZYmLiyMtLQ2AZ555pt7zUv5Zrnxe7JHHmTNnLN+1DTmvVcXExHDkyJEab6mpqXXmW6589ET5aIr4+HhLMOuuu+6yKQ/RsYwYMcIS0K1pFO7KlSvJy8sD6u+g0Rr87W9/w83Njby8PH766ScAy2jLCRMmEBbWxAE+IYQQoo1ofd1nhRBCCNEquTjoiX5pSpMeY09MJrOXRNWbbundwxge4dMkZXBx0DdJvo1VHiABLTBjq2+//ZYbb7yRnTt3Eh0dTXR0NC+//DIODg6MHDmS2267jdmzZ9u9d3lkZCSRkZHcd999AJw8eZJ//vOflsWzX3nlFe6++266du0KYHOjZ1V1Bb5smWZvzJgxhIeHExcXx9dff20pb3mZ1q1bB8Att9yCTmfd16opytwUXAwu7L5td5MeY1/KPh5c/2C96RZdvohLAy9tsnK4GFyaLO/GqOnzm5mZaTX6xlaV///YI4+qAgIC6ty3fOrJ8uPXxcPDg6uuuoqrrroK0AKz33zzDf/3f/9HVlYW58+f5/nnn+ezzz67qLIYDAZ8fHxITk62Kos9Ppv2yKNymRpyXqu6++672bx5c43b5s+fz4svvlhvue644w7mz5/PqVOn2LVrFxs3bkRVVbp27cpll11W7/5thoOrNvKmKcXtgK/rHlUKwO0/QHgTjqpshtGUt99+Oy+99BI7duwgNjbWcs2GiiBSQEAAkydPbvKyNJarqyt/+9vf+OKLL/jyyy+ZMWOGJYgu09EJIYQQFSRgJIQQQgibKIrS5FO1je3pT7CnM8nZRTWuDKAAQZ7OjO3pj15X+/RA7dGBAwcsj3v37m3zfqGhoezYsYP169ezYsUKNm/eTHR0NKWlpWzdupWtW7fyxhtv8Ntvv9GrV6+mKDoAvXr1YsWKFYwbN47t27djNBr56aefePzxxwFtpES5jz/+mNGjbWtkqysopNfXH/xTFIXbbruNV199lS1btpCYmEhoaCgAy5cvtzTG19R7unKZV61aZdWQVpf6Go7tTVGUJp+mbXTIaAJdA0ktSK1xHSMFhUDXQEaHjEava51B2aZU0+e38v+f++67j0cffdSmvMpH1Ngrj6rqmnqtsZycnLj77rsJCQmxrPm1YsUKPvnkk2oB2caUpfJ5eeGFF7jxxhtt2q9Tp4rpveyRR2VNeV5t0a1bN8aMGcP27dv58ssvLeu/3XHHHS1eNrtSlCadpg2A7pPAIwRyzlPzOkaKtr37JGjj33flASNVVfn222955plnAC0Y+vvv2jTFN998c50jAVuTO++8ky+++IJ169bx8ccfk52djaurKzNmzGjpogkhhBCtRtu4qgshhBCiQ9DrFOZPj2TuV/tRsG6GKW/Omj89ssMFiwD+/PNPy+OL6Q1++eWXWxZ8zsjIYN26dXzyySds2LCBM2fOcPPNN1s1ajcFnU7HPffcw/bt2wE4ffq0ZZuvr6/lsaura5MuAF/V7bffzquvvorZbObbb7/lySefBCqmo+vTpw9Dhgyptl/lMnt5eTVrmVsbvU7P08Of5olNT6CgWAWNlLJP77zh8zpksAhq/vxWHimoqupF/f+xRx5VpaSk2Ly9IaMdK5syZQphYWHEx8eTlZVFRkYG/v7+DS6L0Wi0jOKpXJbKn00HB4eLOi/2yKNyQLsh57Wq8qnjGuuuu+5i+/btLF68mKKiIkBGVlwUnR6mLoTld0FttZWpr7X5YBFonT2GDh3K3r17+eabbywBox9++IGSkhKgbUxHV27SpEmEhoaSmJjI008/DWjrL7m7u7dwyYQQQojWQ9YwEkIIIUSrMrVfMB/eMYQgT+sp0oI8nfnwjiFM7RfcQiVrOUeOHGH9+vUAhIWFWS3sfjF8fX25+eabWb9+Pddeey0ABw8e5NSpU1bpmqLXeeVF3yvnP2jQIMvz8oBSc+nbty8DBw4EKoJEMTEx7Ny5E6i9MWzw4MGWx81d5tZocvhk3prwFgGu1iOoAl0DeWvCW0wOb/1TFjWF2j6/jo6O9O3bF7j4/z/2yKOqqKi6pwWtvL0xAaravgsqO3jwYJ1T7h06dMjSaF25LN26dbOsl3Sx58UeeXTv3h0XF22axIac16Zy00034eTkZAkWjRgxoklHlrZrkdfCTV+AR5U6iUeI9nrktS1TriZQfg08cuQIf/31F1AxHV337t0ZMWJEi5WtoXQ6neX9SNBUCCGEqJkEjIQQQgjR6kztF8y2eZP49v6RvHvLIL69fyTb5k3qkMGiwsJC7rrrLlRV68H85JNP2nXql/JRR2C9zgpgWdeouLi4zjzKy2aL8oXhQWuQLefv78/IkSMBLWhTvth8cylvQDpw4ADHjh2zBI4Abrvtthr3GTJkCJ07dwbgk08+sTQ+dWSTwyfz+4zfWTxlMQvHLmTxlMWsnbG2wwaL6vv8lgdsjx8/bpneqaHskUdlf/zxB+fPn69xm9lsZtmyZYA2eqamkXe2KCgoIDo6GtDWOao8mqeyzMxMVq1aVWs+ixcvtjyuvIaKXq9n2rRpgPZ+jh071uAy2iMPg8HAhAkTLHnYcl6bkpeXF9dffz1OTk44OTkxa9asJj9muxZ5LTx2BGathhmfa/ePHW5XwSLQ1vArn+L166+/JiEhga1btwJta3RRuTvvvNPyGQgLC+OKK65o6SIJIYQQrYoEjIQQQgjRKul1CqO6+3LdoFBGdfftkNPQRUdHc9lll1mmihs/fjxz5861ef+DBw9y8ODBWrerqsq6desArYd/1TV4goO1AN3Zs2frDAotWLCAf/7znyQl1b3Q+KFDh3jjjTcArZfv9OnTrbY/99xzAOTk5DBz5kwuXLhQa17FxcV88MEHdgvS3HrrrZZRDl9//TXffvstAKNGjbIKbFWm0+l49tlnAe0c3XXXXXUG13Jycvjvf/9rl/K2ZnqdnmFBw5jWbRrDgoZ12GnobPn8Pvroo7i5uQFw9913c/To0Trz/PXXXy09/O2ZR2XFxcXMmTPHag2fcq+99hqHDx8G4J577sHJycmyLS8vjxEjRrB69WrMZnOt+ZvNZh5++GFyc3MBLeBV12jGJ554osbp2jZv3swnn3wCwKWXXsqwYcOstj/zzDPo9XrMZjMzZ84kISGh1mOYTCZLQ7i98yj/m9d1Xl999VXLeW1q3333HUVFRRQVFTXoeiJqodNDxFjoP1O7b4ffd0FBQUyaNAmAb7/9lm+++cZSJ2iLAaN+/fpZPgPnzp2zab1DIYQQoiORNYyEEEIIIVpIamoqR44csTzPz88nKyuLv/76i/Xr1/Pnn39aGmVGjhzJDz/8gIODg835Hzx4kLvvvpthw4Yxffp0hgwZQlBQEKWlpcTExLBkyRLL2irXXnutJUBUbvTo0SxZsoTU1FSeeOIJ7rjjDssUTQ4ODoSHhwNaQ/Gbb77JW2+9xeWXX86kSZMYNGgQ/v7+qKpKXFwcv//+O8uWLbMEVB5++GF69uxpdbxp06bx6KOP8u6777JlyxYuueQSHnjgAS677DJ8fX3Jz8/n9OnTbN26lRUrVpCVlWW3HvKdO3dm/PjxbNq0iQ8++MASrKqvMeyBBx7gzz//5KeffuL7779n//79zJkzh+HDh+Pp6UlOTg7Hjx9n06ZNrFy5EmdnZ/7xj3/YpcyiZdnj8xsYGMiyZcuYOXMm58+fZ+jQocyePZurrrqKzp07U1paSkJCAnv27OGHH37g7NmzrFq1igEDBtg1j8qGDh3KqlWrGDNmDI8//jg9e/YkNTWVZcuW8d133wHa5+X555+vtu+ePXuYPn06oaGhXH/99YwaNYrw8HDc3d25cOECBw4cYPHixZbgiKenJy+//HKt53jgwIFER0dz6aWX8swzzzB8+HCKi4v57bffePvttzEajRgMBj744INq+/bv35833niDxx9/nOjoaPr168ff//53Jk2aRGBgIEVFRcTGxrJz505++OEHzp8/z+HDhy2jBu2Vx/Tp05k+fTqrVq2q8bwuXbqU//3vf5Z1YoRojW6//Xb+/PNP4uPjefXVVwHtu8KWKQ3z8vJYunRpvem6dOliCUxVtm3bNpvKeO211170umpCCCGEqEQVQgghhBDNZuPGjSraCtk23fz9/dX//Oc/amlpaa15lqedP3++1etLliyx6RijR49W09PTq+Wbm5urduvWrcZ9wsPDLeneeOMNVa/X23QsnU6nPv7446rJZKrxvZjNZnXBggWqwWCoN69OnTqpBQUFtb7nmJgYm/8uqqqqn376qVX+BoNBTU1NrXe/kpISde7cuaqiKPWWOSIiokFlEq1LU3x+VVVVV65cqfr4+Nj0+dmwYYPd84iJibFsX7JkiTp79uxa9w8ODlaPHj1a7fiFhYVqUFCQzeemZ8+e6t69e2t8L+Hh4Sqgzpo1S/30009r/T5wdHRUv/322zrP7SeffKK6urrWWx5HR0f11KlTTZJHTk6OOmbMmFr3Gzx4sLpv3z6rv8HFqvwduHHjxgbvP3/+/Dq/QyvnX1M5K/9fmjVrVoOPL1qnnJwc1cXFxer/7dtvv13nPuWfY1tv1113nWVfW+svlW8HDhyoduzx48df1PuV/8NCCCE6MhlhJIQQQgjRCuh0Otzd3fH09CQ8PJxLL72UsWPHcs011+Do6HhRed56660EBgby559/EhUVRWJiIikpKRiNRgICAhgyZAg333wzt9xyCzpd9ZmK3dzc2LFjB6+++ip//PEHcXFxFBQUVEv3f//3f9x1112sWbOGLVu2cOjQIWJiYsjOzkav1+Pl5UXv3r257LLLuOuuu+jdu3etZVYUhRdeeIE777yTjz76iA0bNnD27Fmys7NxdXUlLCyMwYMHc+WVV3LDDTdYFpS3h5kzZ/KPf/zDMgrqyiuvxN/fv979HBwcWLRoEXPnzuXTTz9l06ZNnDt3jry8PNzc3IiIiODSSy/lqquu4pprrrFbeUXr0djP7/Tp04mJieHTTz/lt99+4+jRo2RmZmIwGAgKCqJv375MmjSJmTNnEhYW1mR5lFuyZAlXXnkln3zyCYcPHyYvL4/w8HCuv/56nn76aby9vavt4+zsTGJiIrt27WLdunXs2rWLEydOkJKSQlFREZ06dSIkJISBAwdy3XXXMWPGDJvOzX333Ue/fv14++232bZtG+np6fj7+3P55Zczb948IiMj69z//vvv59prr+Xjjz/mjz/+4MSJE1y4cAEnJydCQ0Pp378/V1xxBTNmzMDPz69J8nB3d2fTpk189NFHfPHFFxw7dgxFUejevTs333wzjz32GMnJyfWeCyFairu7O9OnT2f58uWAtsbXLbfc0sKlEkIIIURTUFS1AasU1yMlJYXk5GTy8/NxcHDAy8uLsLAwy4LJQgghhBBCCCFal9jYWCIiIgAtWDR79uwWLU/Xrl2Ji4tj1qxZNk1lJYQQQgghhLCPRo0w2rFjB2vWrGHz5s0cOHCgxh6nABEREYwYMYIrr7ySa665Bl9f38YcVgghhBBCCCGEEEIIIYQQQthRgwNGKSkpfPzxxyxZsoRz585ZXq9roNLZs2eJiYnhu+++w2AwMHXqVB588EGmTJlycaUWQgghhBBCCCGEEEIIIYQQdmNzwCgpKYlXXnmFzz//nJKSEkuASK/X07dvXy699FICAgLw8fHB29ubwsJCMjMzycrK4uTJk+zdu5f09HRKS0tZtWoVq1evJjIykvnz5zNz5swme4NCCCGEEEIIIYQQQgghhBCibjYFjBYsWMAbb7xBQUEBqqoSEBDAzTffzIwZMxg2bJjNiw3HxMSwfv16vvnmG7Zs2cLRo0e5+eabGTFiBJ988gn9+vVr1JsRQgghhBBCCCGEEEIIIYQQDaezJdGCBQvIz89n8uTJrF27lqSkJN59913GjRtnc7AItLWM7rvvPjZs2MC5c+d46aWX8Pb2ZteuXaxYseKi34QQQgghhBBCCCGEEEIIIYS4eIpa1+JDZa655hqef/55RowYYfcC5Ofn88EHH+Du7s7cuXPtnr8QQgghhBBCCCGEEEIIIYSom00BIyGEEEIIIYQQQgghhBBCCNF+2TQlnRBCCCGEEEIIIYQQQgghhGi/JGAkhBBCCCGEEEIIIYQQQgjRwRmaMvPExEQOHTpEdnY2Hh4eDBw4kM6dOzflIYUQQgghhBBCCCGEEEIIIUQDNUnA6NSpUzz00EOsX7++2raJEyfywQcf0Lt376Y4tBBCCCGEEEIIIYQQQgghhGggRVVV1Z4ZnjlzhlGjRpGeno6DgwPdunXDy8uL+Ph4kpKSAPD19WXXrl10797dnocWQgghhBBCCCGEEEIIIYQQF8Huaxg999xzpKenM3PmTM6dO8exY8fYuXMnCQkJbNy4kcDAQDIzM3nuuefsfWghhBBCCCGEEEIIIYQQQghxEWweYVRaWoqDg0O96fz9/TGZTKSlpaHX66tt/+abb7jjjjvw9fUlLS2t4SUWQgghhBBCCCGEEEIIIYQQdmXzCKN+/frxxx9/1JsuLy+PgICAGoNFAF26dAEgPz/f1kMLIYQQQgghhBBCCCGEEEKIJmRzwOjUqVNcddVVzJw5k/j4+FrT9ezZk9OnT7Njx44aty9evNiSTgghhBBCCCGEEEIIIYQQQrQ8mwNGv/76KxEREaxYsYJLLrmEV199ldLS0mrp5syZg9lsZsqUKTz++ON8//33/PHHHyxevJjLL7+cZcuWoSgKc+bMsesbEUIIIYQQQgghhBBCCCGEEBfH5jWMAEpKSnjttddYuHAhRUVF9OzZk/fee48rr7zSKt3cuXP5+OOPURTF6vXyQ82dO5cPPvjADsXvGMxmM0lJSbi7u1c7p0IIIURHpaoqubm5hISEoNPZ3AdGXASpiwghhBDVSV2keUl9RAghhLDWFHWRBgWMysXFxfHwww+zevVqFEXh+uuv5+2337asTwSwZcsWvvjiCw4ePEh2djaenp4MHDiQWbNmMW7cOLsUvqNISEggLCyspYshhBBCtErx8fF07ty5pYvRrkldRAghhKid1EWah9RHhBBCiJrZsy5yUQGjcr/++iuPPPIIMTExuLq68uyzz/LUU0/h4OBgl8IJTXZ2Nl5eXsTHx+Ph4dHSxRFCCCFahZycHMLCwrhw4QKenp4tXZx2TeoiQgghRHVSF2leUh8RQgghrDVFXaRRASOA4uJiXn31Vf7f//t/FBcX06NHD9577z2mTJlilwIK7Q/v6elJdna2VIqEEEKIMnJ9bD5yroUQQojq5PrYvOR8CyGEENaa4trY6IntnJycePHFFzl69CjTpk3j1KlTTJs2jRkzZnDu3Dl7lFEIIYQQQgghhBBCCCGEEEI0IbutyhgREcGqVav4+eef6dKlCz/99BORkZG88sorlJaW2uswQgghhBBCCCGEEEIIIYQQws4uKmC0Y8cOFi1axKuvvsqiRYvYsWOHZdu1117LsWPH+Ne//oXJZOL555+nX79+/P7773YrtBBCCCGEEEIIIYQQQgghhLAfQ0MS79q1i7vvvpuTJ09W29azZ0+WLFnCqFGjcHZ25uWXX2b27Nk8/PDDrF27lmnTpnHdddfxzjvv0KVLF7u9ASGEEEIIIYQQQgghhBBCCNE4No8wOnz4MJMnT+bEiRMYDAbGjRvHTTfdxLhx4zAYDJw8eZIrrriCv/76y7JP9+7d+e233/jxxx8JCwvj559/JjIykv/85z8yTZ0QQgghhBBCCCGEEEIIIUQrYXPAaP78+RQUFNC7d29OnTrFxo0b+fbbb9m4cSOnT5/mkksuoaCggBdffLHavjfccAPHjh3jmWeewWg08sILL9CvXz97vg8hhBBCCCGEEEIIIYQQQghxkWwOGG3evBlFUXj11VerTSkXFhbGf/7zH0u6mri4uPCf//yHI0eOcMUVV3D69OlGFFsIIYQQQgghhBBCCCGEEELYi81rGBUWFgLg5+dX4/by18vT1aZHjx6sXbuWFStW2HpoIYQQQgghhBBCCCGEEEII0YRsHmHUu3dvAJYtW1bj9q+++gqAXr162ZTf3/72N1sPXavU1FRWr17NCy+8wFVXXYWfnx+KoqAoCrNnz25wfmvWrOGGG26gc+fOODk50blzZ2644QbWrFljcx5Go5GPPvqIsWPH4u/vj4uLC927d2fOnDkcPXq0wWUSQgghROsldREhhBBCtCSpiwghhBDCnhRVVVVbEn700Uc8+OCDKIrClClTuOWWWwgODiY5OZnvv/+eX3/9FYD333+fBx98sEkLXU5RlFq3zZo1i6VLl9qUj9ls5u9//zuff/55rWnuu+8+Pv74Y3S62mNs6enpTJs2jaioqBq3Ozk58d///pf77rvPpnKVy8nJwdPTk+zsbDw8PBq0rxBCCNFetYbro9RFhBBCiI6rNVwfO0pdBFrH+RZCCCFak6a4Nto8wuiBBx7goYceQlVV1q5dy913383UqVOZPXs2q1evRlVV7r///mYLFlXVpUsXrrzyyova91//+pelUjR48GC+/fZb9uzZw7fffsvgwYMB+Oyzz3juuedqzcNkMnHDDTdYKkV/+9vfWLNmDbt37+a9994jICCA4uJi5syZ06CeOUIIIYRoG6QuIoQQQoiWJHURIYQQQjSWzSOMym3bto2lS5dy8OBBsrOz8fT0ZODAgdx5551MmDChiYpZs/nz5zNs2DCGDRtGYGAgsbGxREREALb3pDl58iR9+/bFaDQydOhQtmzZgouLi2V7QUEB48ePZ+/evRgMBo4dO0aPHj2q5bN48WLuvfdeAB588EE++OADq+2nT5/m0ksvJScnhx49enDs2DEMBtuWkJJeNEIIIUR1reH6KHURIYQQouNqDdfHjlIXgdZxvoUQQojWpEVHGJW77LLL+Oyzz9i7dy+nTp1i7969fP75580eLAJYsGAB11xzDYGBgRedxzvvvIPRaAS06fQqV4oAXF1def/99wFtHt633367xnzeeOMNAHx8fHj99derbe/RowfPPPMMoFWSfvrpp4susxBCCCFaB6mLCCGEEKIlSV1ECCGEEPbU4IBRe6KqKr/88gsAffr0YeTIkTWmGzlyJL179wbgl19+oeqgrJMnT3Ls2DEAbrrpJlxdXWvMp/KCky1ZMTKZVXaeyeCXg4nsPJOBydygQWZNprWWqzWSc9Uwcr6EEK1Vh62LGEs4vu9TDqz/F8f3fYrJWNKkxyspKWbt7+/w4/8eY+3v71BSUtykx2tOJUYjS/et46WNX7F03zpKyhr82gOT2URUchS/nf2NqOQoTGZTSxfJrqR+IoRoDTpuXcTI0e2/snf1Jxzd/iumdnT9rKqjXW862vsVQgh7s33sbzsUExNDUlISAOPHj68z7fjx4zlx4gSJiYlWQ7xBm6avcrraBAUF0atXL06ePMn27dsbWfqLs/bIeRasiuZ8dpHltWBPZ+ZPj2Rqv+AWKVNrLldrJOeqYeR8CSFas45YFzm0+d8Eb32HPsZSy2upa57h/NjHGDi+9nURLtbPPz7NyOjPmGqqOF7ynn+zK/I+rp/xmt2P15xe3/o9X556D1V/wfLaW4e8uLPnIzw19saWK5gdrItbx2t7XiOlIMXyWqBrIE8Pf5rJ4ZNbsGT2IfUTIURr0RHrIgd+X0bIzgX0JcPyWsqfviSNms/gKbNapExNpaNdbzra+zWZVfbEZJKaW0SAuzPDI3zQ65SWLpYQoo2zaYTRvn37mrQQhYWFHD9+vEmPUZPo6GjL4z59+tSZtvL28l4zjcknPj6e/Px8m8tqD2uPnGfuV/utLpwAydlFzP1qP2uPnG/W8rT2crVGcq4aRs6XEKK162h1kUOb/03/ja/jVylYBOBnLKX/xtc5tPnfdj3ezz8+zbWHPyTAZH28AFMp1x7+kJ9/fNqux2tOr2/9nmVnXsKsu2D1ull3gWVnXuL1rd+3TMHsYF3cOp7Y9IRVsAggtSCVJzY9wbq4dS1UMvuQ+knbJj3XRXvT0eoiB35fxsAdj+CvZli97q9mMHDHIxz4fVmzlqcpdbTrTUd8v5ct3MCtn+7i0e8Ocuunu7hs4YZ29z7LyfVXiOZj0wij4cOHc/XVV/PCCy8wdOhQux28oKCA//73v7z11ls8+OCDvPDCC3bL2xYJCQmWx507d64zbVhYmOVxfHx8o/NRVZWEhATLkO6mZjKrLFgVTU1fp+WvPbPiMGaziq4ZeyOYzSrP/nykznI9+9MRXBz0GPQ6dIqCTgGdTql4rCjodQqKAvoqr1tuOut0OkVBX7ZN0WF5XJ6uPA9FaT09M+r7GyrAglXRXBEZJD1KkPMlhGgbOlRdxFhC8NZ3gOo9lnRo383hW97ioGpCUfSNPp7RVMr4ox+joH3nVz2eGRgR/SkLfQeg0zs0+njNyWQ28fWZt0EHVasqigKqCl+cepPIEHecGrCYeGtgVs28tOsl1Bqu4CoqCgoL9yxkYthE9LrG/z9pLqqqUmw0c6GglOfrqfu+uDKayZcEYtC33dnD22uP547Wc110DB2rLmIkZOcCAKp+JekUMKsQvHMBvwVNQqdvW9fPqmxqa1lxGAedDr2+rG2krK3Eck9524vWNqJQ0V6iKFjSVeyjpdNVSquUtd9U7FuWl1L7c11Z5aby9vraZzra7//y4FjV91seHPvwjiHt6rok118hmpdNV0BPT09Wr17Nr7/+ypgxY7jzzjuZOXMm3t7eF3XQbdu28c0337B8+XKysrJQVRVfX9+LyqsxcnNzLY/d3NzqTNupUyfL47y8vCbJp1xxcTHFxRVz6+fk5NSZpy32xGRW62VRVVZBKQ9+c6DRx7K3zPwSZi2JapFjVw4uVQ5I1RacsgpIVQlOVdvHhv3LK0V6RSGroLjOv6EKnM8u4u6lewhwd26+k9RKpeYW2XS+9sRkMqp783//CCEEdKy6yKlDy6ymoatKAbxMJgZteqvRx7KFDgg2GZm881GOOTmSbDCQrNdr9wY9aXo95lbUcaQaffVAWDlFAfT5PL3tqeYsUbNQUUkuSOafW/7JyJCRdPXoSoRnBL7Ovk3W0cdkVskrMpJbXEpukZG8YiO5Rdrj8lte+bYiIzlF2nYtXUX6UpNtPWGTc4ro9dwa3J0dcHc24OZkwMPZATdnA+5lNzcnB8vjas/LHrs5G3BogaBTe23U6QiNc+010Cfq1lrrImD/+sjx3b9r09DV8t9ap0AQGUxcMZgMPMlWO3FBdeMCnchW3biAG1ll9xXb3Cz3JbTODig6zAzXHSeAC6TixR5zH8zoyCwo5d4v9rZ08RqkagBJp4CCgqqqFBnNte5X/vv/8jc34eXqiINewaDTYdArOOh1GHQKDgYdDjoFg15n2e5Q/tjyvHy7rkoe5flUSlOWp0FXtq1SHuXPHSqVwUGvs+k7V4JjmvZ0/RWitbEpYHT69Gmef/55PvvsM7Zt28b27dt5+OGHmTBhAiNHjmTYsGEMHjyYgIAADFV6Mebk5HDy5EmioqLYs2cPGzdutPREUVWVSy+9lIULFzJp0iT7v7t6FBVV/IhxdHSsM62Tk5PlcWFhYZPkU+7VV19lwYIFdebTUKm5dQeLykX4dcK3U93vwZ4y8kuISa9/CHqIpzNuzgbMKphVFbNZrfbYpKqoatljs1o9nVrxWLXt9zpqWb6mGi/FrdOWk+ktXYQ25a0/TjDxkgB6BbjTK9Cdzt4uzTrKTgjRsXWkukhBVqxN6WINTmTrnVHR6oqqykVdhb3NxXQzFdeb7tLiEi4tLqn2uhGFdL0jKXonUgzONd5n6RyqD/FpBsVqLmZDar3pTMV+qKZO9aarj4LW6cVyUxTr5zW8rtMpGKqksyWgk1mUSVxOXL3p/oj7gz/i/rA8d3Nwo6tHV7p6drW6D3DuTKlRT2558KaoUrCnLJCTV1QR2Mkpsg4K5RUZyS8xNeb0XRSzCtmFpWQX1h5ktYWzg04LPDkZLEEkd6fKwacq25wdygJUZY+dDXRy1NscjGvLjTqqqmI0qxhNKqVmM0aTitFkptSsUlxqsmFk2FEm9g7AyaHtjHyrrL0G+kT9WmtdBOxfHynMSrQpnYtSSmfS6aw07Ld1EU7k6dy1m6Ld51Z6bLnXuZNb6XGJ4lR/5g1U3tYyRbeH+Q5fEKJkWrYlqT4sKL2L383DCfN2wcPFAbNaUe8qbz/R6mKVnqsVzyteL9uPivaZ8rpbTftVzvdimMt21q7MDc8kNqMAMgou7uDNQFGwBJEMOgVHg65aYKvYaLapc+zNH+/Ez80JnU4LqlUbQVZ5JFnZjDtQuVNz3aPBGjJqrPLxqwb9qu1XqTyqGV5a3XGCY0K0FjYFjHx8fPjggw+YN28er732Gl9++SX5+fn88ccf/Pnnn1ZpXV1d8fb2prCwkAsXLmA2W0f41bKrwqhRo3jssce48caWW5DX2bliFEZJSfWGgsoq92pxcXGpM5/KzxuST7lnnnmGJ554wvI8JyfHauj3xbB1xMkrN/Rv1tEWO89kcOunu+pN9+ZNg+xarqqBpfLAkFlVUc0VjysHnEzmikpReXDKZK4UjKr8uKb8a3hcOYhllb/ZukxmFc6k5rF0R2y97+3WYWF08W1841Bbdy4jn2+j4utNFxWXRVRcluW5i4OeHgFu9Axwo2egO70C3egV6E6olwSShBD215HqIqkmf5vSPWu6nR15k2vc5unigLerA16ujvh0csTL1QEfV0e8Ozni7eqIt6uD5fGhfZ/QLeqleo8X3XUakaE9ITsRchK1+9wkDGYjQaZigkzFUFJLj2aDM3iEgEcoeHauuLc8DgVnT5ved0Ms3beON488DoBOVRlSVIy/yUSaXs9+ZyfLyKiH+z/N1b3GkmM12sV6ZEzlkTCVR82UB0zsOT28k0ELXnhYghPa6JnykTTuTgayXI4Rl/N8vXl1dRlJiamIC6VJFKhp5JXmcSTjCEcyjlilU1UFtdQTc4k/5hK/snt/zMX+qEYPbFzSFQBHg04re6UyW5W/ymgfN+dKgZeyoMzhhGxu+2x3vcdadPsQegW6Vft71DSqqabgV2Gp1pRWVGqmqLSYtNz6g6e10SnQqWyUU8V7NuBW6e/m7mygk5OBd9adqneqaUe9DrMKRrOZUpNquTeZywI0lV4zmlRMZi1oU3mb0aSW7VOxTQv0VDw2ms0YzWpZPuWPzZjKX7Pko21r7FoIyTnF9H5+LQ56BWeDHmdHPS4OepwddGX3elwc9Tgbyu4drLe7OOpxKntNe66zyseSh4MeZ0cdjnqd3UbVteVAn2i81loXAfvXR1y8Q21Kd3LM2/SKHAgFWVBY0y2z+muqGWeKcTYX42duYCdOgzO4eNd/c/Wxfu7gWmvHlZ1nMlj6+Xt86PBOtW1BZPKhwzvMLX2M2TMfaZEZNyp3CqotsKQFh6wDTZWDVZXv98Vl8tj/DtV73HlTe9MzwJ1SU9Xrh5lSo/V1o7TsulHT9Ue7dpitrjElZftXTV9S6bpkybvsmFUDZ6oKJSYz9uirsrdSO0d7VR4cu/a/2+gd6E6QpzPBns4EejgT7OlCkKczvp0cpS1HiAZq0KSsXbp0YdGiRbz66qt89913LF++nB07dlhd7PPz82tdtDA8PJzrrruO+++/n759+zau5Hbg7u5ueVzXMGjA6j1VHV5dNZ+6KkZ15VPOycnJqseNPQyP8CHY05nk7KIaf8QpQJCnNu1Ac2qpcmnTvNGmeiCYzCq/H02u91z9+4b+bep9NRWTWWXTybRazxeAt6sDd4/pyunUfE6m5HI2LZ/CUhOHE7M5nJhtldYSSCoLIPUKdKNngASShBCN05HqIoX+15Gs/zcBptIam+jNQIreAd+IW1nYO8gSFPJ2dcDb1RFPF4cGrekSccU/SN7/ar3H63HbUnCs8l7NJshLKQsiJVQKJiVot5xEbbuxCDLParfaOLqXBZFCqwSWQsEzTAs4OdTeWFaT2wZO4K1DXkwqTOLpzCyCTBWtCsl6Pa/5eLPBOYR7h12OYyPWMFJVlYISU/3BiqqBp1qCF8VGM8V5xaTn1RW80NOphyeKIbvGNjBVBdXoyeFj12IJ9iil6Bwz0DmmoXNM1+6d0tA5pqHoi1AcL6BzvACcsspLhyNuumC8HELwc+pMkEsYoW7hdPUIx6+TpzYNXKXRN06Gxo8cGdHN16a675S+jespW2oyk19cR2Cw1hFX1n9bU1nnqfLnjZWZX8I9y9rO9Ec6BQx6HYqqUmzjlIJaQ6J2Ppu6bM6VAknODjpcHCs/rxx80uNUHpiyCjzpcdLrePan2kdPSe/t9q+11kXA/vWRPiOmkPKnL/5qRrU1jEAbvZKq+NJ94l3QkOun2QwluVrgqKBqMOlC7UGmwiwwG7X6RO557dYQesey4FGVQJKLFyOcPOnr+CmKWj2mVL5e0wLHL/EPr7+TRlMoH1kCoK91kl3bhXi5sHDtiXqvr38f171VfZeZzBUdF0qN5kojXCtGu5aazBVpTGYOJ2Tz6prj9eZ932URdPXrZOkwrVbqsAxYdWBWq2yv/FzFtnQVo8cqOlRXDvJV24/KHa+BKscxqyqpOcWcSMmt411qjiblcDSp5g5eDnqFAPeyQJKnM8EezgR5OluCS0GeLgS4O7XINL5CtFYX9QvS09OTOXPmMGfOHEpKSoiKimLHjh0kJCSQlpZGZmYmzs7O+Pv74+/vT//+/Rk7dmy9Cx82t8rlqbxAY00qL+hYtUdL1Xz8/PzqzUdRlGY9H3qdwvzpkcz9aj8K1gN3yy+V86dHNvuFs7WWqzWSc9UwtpyvV//W36q3pNFkJi6zgFMpeZxKyeVkqnZfVyDJ1bF8RFLFaKQeAW4SSBJC2KQj1UWCPD14ien8lxWYsR7XUT4e/WWmc+eo7nbp6ero6MSuyPu49vCHtR5vd+R9XF81WASg05eNHAoBhtV8AGMJ5CZpwaTshCqBpbJAU2GW1oCUdky71cbVt4bRSZUCS+7BoK9YF8HRYOAlzzFce+7DalkFmEy8lZbOyv43NipYBNr/kU5O2siRQI+LXx+xpuCF1aiZSoGM4+dzOJgyHefQr1CrNHKV98ItTpnO8Ag/IoM9rKZOqzzix8PZQCcnPSYlj5TCeM7lxhGbHUtMTgyx2bEk5CZgVEvIMceRUxzHuWIgB0jRjuHn4mc1tV2EZwRdPboS4haCQXfx59W6fmJG5xqDYshFNbpjLogAdHapzznodXi5OuLlevFTTauqSlGpudrfKK+WUU0nUnI4GJ9db76dvVzwdXfCoFNqXNfBUDbljqHaOhIVa0hYb7NOZ6iypkTVqXzq3Ga519aVKK/L2Torwmd3DaVfqCeFpSaKSk3afUnZfamZwrLXiktNFJa9Xr6tqNJrRZX3L9uvPB+jubyhDwpKTBQ08ZSJ5b23Zd3P9qsj1UX0BgNJo+bjv+MRzCpWQaPyQYbnR80nqKHXT51OG1Hs7AneXW3fT1WhJK+GIFM9t4JMMJeCqUTrwJKXUr1IgAfUu14TW1+HvteDTzcw2H9qvObSVttLtGl7yzqk2Hj6R0T4snRHbL3BsWemXdLq3m9D2Xr9fWhid9ycHEjJKeJ8diHJ2UUk5xSRmltMqUkl8UIhiRdqn/5SUcDPzanS6KSyoJJHeWDJhSAPZ1wcm2faWVlTULS0xv2KRJubdsyYMYwZM8Ye5WlWkZGRlsfHj9cdna+8/ZJLLqkzn0GDBtWbT1hYmNVCj81har9gPrxjSLW5qYNaeG7q1lqu1kjOVcM09HwZ9Dq6+7vR3d+Nqf2CLK9XBJJyOZmSx8mUXE6l5HE2PY+CEhN/JWTzV0L1QFLlae16BrrTsyyQ1FSLcgsh2p6OVBcZHuHDE4Y7+AfwAqsIMlWszZKid+BlpnPAcAfv23FU8fUzXuNnYGT0Z9WOtzvyPq6f8drFZ25w1BqF6moYKsmve5RSdiKU5kNBhnZL/qvmfBQduAVVjFLyCOH6k99Yev9XpkNrJLk+biWY/6MFv1pYQ4IXWsPABYoS78ApcBWKQ8X1VTV6UpwyHWNuPx6/pZeNjdeuhHkGMDToUqtXS82lJOYmEpsTS2x2rHZf9jijKIP0wnTSC9PZm2I9GsagM9DFvUuNwSQvZy9bTgdT+wXz4NUFfHnqPVT9BcvrismLO3s+0mrqc4qiaCNWHPUE2JDe1kad128c2OYCD7bOijCxT0CTN+iUmsyVglFmiow1B5oKSyqlq+H18ueJFwqJs2E9j9Qc29bEFW1PR6qLAAyeMosDQMjOBQSSYXk9VfHl/Kj5DJ4yq/kKoyjg5K7dvMNt309VtTpGXdPlJe6HuO3157X5Ne2m6LU6jX9v8OtVdt8b/HqCs8dFv8Xm1FHaS9pqcOxi2Hr9feKK3jW+31KTmbTcYpJzikjOLuJ8dlFZUKmI5OxCy+ulJpW03PIpfGvv/OLp4lBvUMnDxdCoNh9ZU1C0Bo0OGLVlERERhISEkJSUxObNm+tMu2XLFgBCQ0Pp2rWr1bbLLrvM8njz5s3ccsstNeaRnJzMyZMnAVoswDa1XzBXRAa1ukh1ay1XayTnqmHscb6sA0kVrxtNZmIzKgWSUnM5lZJLTHo+BSUmDiVkc6hKIKmTo54ege70CigbjVQ2KinE01kCSUJ0QB2pLlLx43Ymv3M9I1w2EaBLJdUcwO78CZgx8OEd9v9xe/2M1yiZvoC1Gz8k/0Isnby6Mmni3JpHFtmbYyfw76XdaqKqUHShUjApvvoopexErRdxbpJ2I8qye21nSgEtj7gdEDHWvu+piVU0DPQjPzcSfaUROKaCCBR0BNthumIHnYMW8PHsClWWw8gpySEuO47YnFhismMswaRzOecoNhVzNvssZ7PPQpWlEr2cvAj3CLcEkyI8Iujq2ZUw9zAc9RXBsnVx6/jy7Muo+ipNH/psvjz7MoO7eDM5vOZ1vFqz1joFtj20psY5B70OB722Hpg92Broe3f9KZwc9FwZGSij6NuZjlQXKTd4yixMl9/O0d2/U5iViIt3KH1GTGn4yKKWoijg5KbdvGpZ0ylmKyy7pv68/HpBbjIU50DmGe124jfrNO7BlYJIlYJJbgG1rqHUUjpKe4kEx2y7/jrodYR4uRDiVfv0z2azSmZBiTYqKbuI8zllwaTsYpJzCsuCS0UUlJjILiwlu7CU48m1T5Pn4qCvHlQqCywFe7oQ6OmEXyenGq+lsqagaC3ayNWwaSiKwnXXXceHH37I8ePH2bVrFyNHjqyWbteuXZYeMNddd121Rt1evXpxySWXcOzYMZYvX86bb76Jq6trtXyWLl1qeXzDDTfY9800gF6ntMpefa21XK2RnKuGaarzZdDr6BHgRo8AN67qX/F6qclMXEa+1WikU6na1Hb5JSYOxV/gUPwFq7zcnAz0CHCzrI1UvlZSsASShGjXOlpdpPKP2x3ZFQ3iTd1rztHRialTHmuSvBtFUSrWGwjqV3Masxny06xHKZ3ZAKf+qD//2O0QPkabKqeNsG4Y0GEq6G7Z1lwN8x6OHvT3709///5Wr5tVM+fzz1eMSKo0Mik5P5kLxRe4kHaBQ2nWi27rFB2hbqF09ehKF48urDyzErWGkIqKioLCwj0LmRg2sWKKmjaiNQVVmkJ7bZyrL9BX7mx6Pg98tY8eAW7MHd+daweFyHoP7URHq4uU0xsM9B1zdYsdv8mFj9am1s05D7WF8T1C4MFd2kjm3GRIPwFpJ8vuT0D6KchLrlhfKaZKQNHZUwsg+fXWOseU33uFt+gI547SXiLBMftcf3U6BT83J/zcnOgX6lljGlVVyS02WoJK5aOVksuCS+WPLxSUUlhq4mx6PmfT82vMCyrWVbKspeThTICHE4s2nZE1BUWroKiqWle9sE2JjY0lIiICgFmzZllVRGpz8uRJIiMjMZlMDB06lC1btuDiUhF5LiwsZNy4cezduxeDwUB0dDQ9e/asls/ixYu59957AXjooYf473//a7X9zJkzDBkyhJycHHr06MGxY8cw2Nh7JScnB09PT7Kzs/HwaBtDgYUQ1ZWazMSmVwSSTqdq9zHp+Zb56KtydzLQI9CNnmUjksqnuAvykECSEK3x+ih1EdvIvNyNZGuvYQDPMG1tgn4zIHhQq+sJXJu2Nh1HQWkB53LPWa2TVB5UKjDWP91XVYunLGZYUC3rZ7Vybe1v11Dt8furvEcz1Bzo+38zB3Aus4ClO2LJLTICEOrlwpzx3bhpaBjODm0ruGlPUhex1pR1EWid57tVi14Jy+8qe1LDp/umLyDy2rrzKLygBY4sQaST2v2FOFDNNe+jd9KmsvPraR1M8u0BDhe/JqLo2NrC9beo1FTn1Hfns4tIyyumMS3x394/skMERIXtmuLa2KYDRtu2beP06dOW5+np6Tz11FOANrT5vvvus0o/e/bsGvN55plneO01bQ77wYMHM2/ePLp3786ZM2dYuHAhBw4csKR75ZVXaszDZDIxfvx4tm/X5oidMWMG999/P97e3uzZs4eXX36Z1NRUdDodq1ev5qqrrrL5fUqlSIj2rcRoJjYj32o00smUPGJtCCT1qjQaqVegO4EeTo0KJLWFSpgQ5VrD9VHqIqJFmE3wTr86eg0DDi6ATlsjqZxPN+j7Ny14FBhZ836tSHu4JqmqSnphumV6u43xG9mWuK3e/Wb2nMnfB/ydYLe2GWBpD3+7jsaWQF9uUSlf7TrH59vOkp5XAoCfmyP3XtaNO0Z2sds0eW1Ja7g+dpS6CLSO893mRK+EtfMgJ6niNY9QmPpa/cGiupQWadPXVQ4ipZ/Ugkum4pr3UXTa6CP/3pWCSWXT3Ll4XXxZqjKbtGl581LALVAbbdXGRu2K9qt8XaWqQaW9sVkcqDITTU3evWUQ1w0KbfqCijZDAkZVzJ49m2XLltmcvra3ajabuf/++1m8eHGt+95777188skn6OqY0iM9PZ1p06YRFRVV43YnJyf++9//Vquw1UcqRUJ0TCVGMzHpZYGk1LyytZJyic0owFRbIMnZUG00Uq9AdwLc6w8ktfcewaL9aQ3XR6mLiBZjS6/hnlfAqT/hyI9w8ncwFlYk8++jBY76/g38ejRXqTu8qOQo7vn9HpvTh3uEMzJ4JCODRzIsaBieTjVPlSKEPdga6CsqNfH93ng+2nyWxAva94q7s4FZo7py95iu+Lo1wxpxrURruD52lLoItI7z3SY1ZwDFbNJGH6WfKgsiVZrmrii79v3cAq3XR/LrqT12D27Y6OgaA2QhMHVh4wJkQjQxW9cUvKpfEC9MjyTYs/Z1mUTHIgGjKuxVMSr322+/8cknnxAVFUV6ejp+fn4MGzaMOXPm2NzzxWg08umnn/LNN99w7Ngx8vPzCQkJ4fLLL+fRRx+lb9++Npe3nFSKhBCVFRtNxKTna6ORUrTRSCdTc4mrI5Dk4WywBJB6BriXBZTcLIGk2hZXLK+ay+KKojVqDddHqYuIFtWQXsPFeXByLRxZAaf/BFNJxbagAWXBoxvAO7x5yt5Bmcwmpvw4hdSC1BrXMQLo5NCJ7p7dOZpxFJNqsryuU3T09e1rCSANChiEo96xuYouRDWlJjOrDiWxaNMZTqfmAeDsoOOWYV34+7hudS4y3l60hutjR6mLQOs43+IiqSrkpVqvj1QeTMpNqn0/J4/qU9v599ZGKumrTGdo6UxTy69aW6bgE6KFmMwqly3cUO+agqCtgXTD4FAeGN+dbv5uzVI+0XpJwKiDkkqREMIW5YGkkykVo5FOpeQRm5FPLXEkLZAU4EZ0ci6FJaYa0yhoC0pumzdJppMRrYpcH5uPnOtW7GJ6DRdegBO/aSOPzmyESkEJOg/TRh31vV7rkSvsbl3cOp7Y9ASAVdBIKWvQemvCW0wOn0xuSS57k/ey6/wudp3fxdnss1b5OOudGRI4xBJA6u3TG51Se69/IZqK2azy57EUFm08zaEEbQSBQVfWmDWhO93bcWOWXB+bl5zvdqoop8o6SWWPM2Os6yiV6R3Bp3tFEMmvJ/z+LOSn1XIQRavXPHZYpqcTrVZ9awr+Y1IP9sRksjsmU3td0UYcPTihB/1CZRR6RyUBow5KKkVCiMYoNpo4m1axRtLJlFxOp9YdSKrJU1N6cUVkEGHerrg4SiVbtDy5PjYfOdftWH4GHFupBY9it1Hx81TRgk/9/gaXXAdu/i1ZynZnXdw6XtvzGikFKZbXglyDmDd8HpPDJ9e4T0p+CruTd7MrSQsgpRVaN4p5OXkxIngEI4NHMipkFKFuMr+9aF6qqrL9dAaLNp1mx5kMoP03Zsn1sXnJ+e5gjMWQebbKOkknIP209TS7DTFrNUSMtW85hbAjW5YK2BeXxYebTrPuWKolzdiefjw4oQcju/k0al1r0fZIwKiDkkqREKIpFJVqgaTvos7xxc64Bu3r5+ZEmI8LYd6udPFxtTwO83El2NMZg96+PZxl8WxRE7k+Nh851x1EbjJE/6JNWxdfaQ51RQ8R47Rp6y65Bly8W66M7YjJbGJ/6n7SCtLwd/VnSMAQ9Db2elZVlTMXzlhGH0UlR1FgLLBKE+YeZhl9NDxoOF7OXk3wLoSo2YFzWSzadIY/oyuCouN6+fPQhO4Mj2g/jVlyfWxecr4FAGYzZMdbB5Fid0Dm6fr3nfE59J/Z9GUUohFsbf84npzDR5vOsOqv85blCQZ38eLBCT24vE8AOmkz6RAkYNRB2fsP35gfp0KI9sfWxRXDfVzJLCght8hYZzq9TiHEy1kLJJUFkTp7u5QFllzx7eTYoEYCW3rYiI5JGg2aj5zrDuhCPET/rI08SjpQ8brOAXpcrk1b12caOLm3WBFFhVJzKUfSj1hGH/2V9hdGteJ6raBwie8llgDS4IDBOBucW7DEoqM4kZzLh5tOWzVmDQ335sGJ3ZnYO6DNB47k+ti85HyLWsVshWXX1J9u1iqtE4wQ7ci5jAI+2XqG5XsTKDGaAegd6M4DE7oxfUCI3Tv0ital1QWMvvjiCwCuv/56mwuUl5fHihUrALjrrrsu9tAdij3/8DVNfxHoGsjTw5+udfoLIUT7Vt/iilXXMMouKOVcZgHxWQXEZxaUPS4kIbOAhKxCSkzmOo/n6qgvCyS50NkyQqlilFInp4rFS8vn8K1l2VI+vGOIBI06MGk0aD5yrju4jDNw9Cdt5FHq0YrXDc7Q80pt2rqeU8DRteXKKKzkl+azL2UfO5N2suv8Lk5fsO517ahzZHDgYG36uuBR9PHpIx3IRJM6l1HAx1vO8P2+isasS4I9mDuhO1f3D26zI8fl+ti85HyLWplN8E4/yDkPNf6qLRM8CCY9r3V+aeMBayGqSs0tYvG2WL7aFUdesdZxqLO3C3PGdePGoWE4O0hdrz1qdQEjnU6HoigcPnyYyMhIm/Y5c+YMPXv2RKfTYTTW3UtdaOz1hy9fYFdRzQwpKsbfZCJNr+eAszNmRbEssNtiLmbRZiGEXdS3uKKtgRmzWSUlt4j4zMJKwaQCEjILic8qIDmniPquOr6dHOns40pnL2c2nUwjv7jmhU6rBrJExyONBs1HzrWwSD0OR1doI48yKgUhHDpB76u0aet6XA4Gp5Yro6gmrSDNMn3drvO7SC1Itdru6eTJ8KDhlgBSZ/fObX7kh2idUnOK+HxbDF/tiiO/RKvjdfV15YHx3blhSChOhrb1+0+uj81LzreoU/RKWF7eMb3qr1oV9E5gKtZeChsJk56T9YxEu5RdWMpXu+L4fFsMmfklgLaswL2XRXDHyC64Ozu0cAmFPbWrgJGiKJhMNTcCCmv2+MObzCam/DiFfmkxPJ2RRVClc5+s17PQ14cj/hGsnbG2ZXoXRq+EtfMgJ6niNY8QmLoQIq9t/vII0QE1x9RvxUYTiVmFxGcVci6zgISygNK5zALiMwvJLixtcJ7f3j+SUd197VI+0bZIo0HzkXMtqlFVSD5cETy6cK5im5OnttZR379Bt/Gglx+lrYmqqsTkxFimr4tKjiKvNM8qTahbaMX6R8HD8XH2aaHSivYqu6CUZTtjWbI9hqwCrf4X6OHE/WO7cduILrg6GurJoXWQ62PzkvMt6lVj21IoTH0NuoyC7e9A1GdgLPvNGzEOJj4HXUa0SHGFaEqFJSb+F3WOT7fGkHihEAB3ZwN3jQrn7jER+LlJB6/2oF0EjE6ePEmfPn1wcHCguLj4Yg/dodjjDx+VHMXXK27hrdR0ACrPXlk+edQTAX5cOuFFZvScgatDM04pYukFUsukUzd9IUEjIZqJrYsrNpWcolLiM7Wp7tYeSebng0n17vPGjQOYeWlYM5ROtDbSaNB85FyLOqkqJO7XAkdHV0Du+YptLj4QeZ02bV34GBk93goZzUaOZhxlV9Iudp7fyaG0QxjN1jNB9PHpw6jgUdr6R4GDcTG41JmnrJkqbFVQYuTbPfF8uuUsyTlaA663qwOzR0cwa3Q4Xq6OLVzCusn1sXnJ+RY2qW/2mpzzsPVN2LcUzGUdFnteCROfhZDBLVJkIZpSqcnMLweT+GjzGU6nap2EnB103Dw0jPvHdaOzt0wr3Za1i4DRqlWruO666wgMDOT8+fP17yAsf/jY2Nga//AODg64ublZnmdlZVVLsyFuHcNXPkSA2YQTFT8AS9B6bqlAtqJjoY8viqIjwCWAMI8wevhFEOHRFV8XX/ILiiwLlVal1ym4uVb8cMwrKLQtrdlMyar/Qy2+QE1N0ioKTh4B8Nhh0OnJzs7GbK59fRRvb++KMuTlUVpa+2iFhqT18PBAr9c3adrCwkKKiorskrZTp044Ojq2mrQlJSXk5+fXmtbZ2RkXF5dWk9ZkMpGTk2OXtJU/n02VFmr+3F9MWp1Oh6en50WlrevzeTFpd57J4NZPd+FCCTpq/9ybHVy5blAoMy7tTE8vHXVd1uQ7QtNeviNycnLo2rWrNBo0A3vURcq1pu8ZW9KC9feB1EXqSauaUZL24XZ2DYYTqyA/DRM6TOgwu/pj7HEVxt5XowYPBkXrwtSav2daKm1L1kV0Tjr2pexjR+IO9sbv5Wz2Wes0Ogf6+vRlaPBQLou4jEjfSPQ6veWzvDVpKx8c+oD0wnTLPr6uvvxz9D8t01/Ld4SmQ35HlKn6Wc7Jy+f3oyl8tSvO0gvaxVHH9QM7M3t8bzr7eVxUvlIXaV/K6yOJiYk1nm+DwYCzs7PleV5eXrU05XQ6Ha6urheVtqCgoM7vj6ZIC1jVtRqStqioqM4lIRqS1tXVFZ1O16RpS0pKKCkpsUtaZ2dnDAZDzWlzEtHvfA/dke9RVBMGTOj6XA0Tn6XEu+fF51tHWqPRWOf3kqOjo+V7qTWkNZvNFBQU2CVt5c9nU6WFuj/LHf07wmxW2XQyjWU7YtmXpF1rDTqFa/v5cfeocCL8O9Wbb4f6jmiBtBfzWc7JySE0NNSudZEGjfPesmVLja9HRUWRnp5e47ZyxcXFnDlzhjfeeANFURg0aFBDDi2Ajz76yOqLrZxOp+P555+3PH/vvfdq3P8IDxFOPLP53vLau9xHgVLx5eORqd0XAnlqMsN417LtM+4lW6n44VSZv5rOg3xhef4Fd5Gm+NWY1lPN5jE+tzxfxm0kKUE1pnVVC3gq5yP48T6IGMfHv56ikNqHTM6fP9/y+O23367zi7Ry2nfffbfOL6ZHHnnE8oPt/fffr/ODfvfdd9OlSxcAPvjggzo/6DNnzqRv376WtHX9SJk6dSojRmjDpD/++GOys7NrTTtu3DgmTpwIwOeff05GRkataYcNG8a0adMA+OKLL0hOTq41bd++fZk5cyYA3333HefOnas1bc+ePbntttsA+OGHHzh16lStabt06cLdd98NwMqVKzl69GitaYOCgpgzZw4A69atIyoqqta0vr6+/OMf/wBg+/bttX6HAXh6evLYY48BsHfvXtauXVtr2k6dOvHkk08CcPz4cX744Yda0zo7OzNv3jwAEhMTWbJkSa1pHR0deeaZZwDtx1Btn2XQKjr/+te/LM/rSmvrdwSAoii88MILF5X2nXfeqTUtWH/mbEk7PMKHYE9nrizeS22DnFQVlhYN5buoeL6LimeWy16rEZR1lUG+I9r+d0Rd5040jcbWRaB1fc+Ue/fdd+sMNl9s2o79PXMtE594HWK38uv3X3GguItWwTwMHN4ObLekHTZ0KNOuvhpofd8zNekIdZGxncfSr1M/itYW0Y9+1ROeg9jDsSwKW4S7ozvDg4bjvaUiuDGa0VbJi3RFPFHyhGXNVPmO0HTs74ia6yJjACoNYDMd+Yt/HooiYvBY5ozrzpofvmxV3xFSF2kZ77//fo31EVdXV5566inL8zfffLPWPJycnHj66adtSuvg4MCzzz5ref7GG2/U+jnX6/U899xzludvvfVWrcsx1PQdVlcAt/J3wnvvvVfnrD2V077//vt1NrhXTrto0SJyc3NrTft///d/lsbjTz75pM6g/oMPPoi/vz8AixcvJi0trda0lb+Xli5dWmcH85tvvpk+ffoA8M033xAXF1dr2uuuu87S/vj9999z+vTpKikCgIdAgbvU74k4vhqO/8p2jxlsye1Sa76Vv8PWrl3LgQMHak07cuRIpkyZAsD69evZtWtXrWkHDx7MtddqM+xs3bq1znpDZGQkN954I6DVG37//fda0/bo0YPbb78dgCNHjvDLL7/UmjY8PJzZs2cD2ixR//vf/2pNGxwczN///ncAEhIS6qxj+Pv78+CDDwKQkZHBokWLak3r7e3NI488AmiBj7o+n+7u7jzxxBOW53Wlle8IzQDgifseYtGm02w/nYHjyT9Zcar2OkbH/o6oMGXKFEaOHAnAL7/8QnR0dK1pm/M7oinqIg0KGE2YMKHa4qeqqnLPPffYnIeqqiiKYvmRJVqvYsWB/Y4VwRljce3TSJTigBo20jJKqDS+9rnqTRi0BQYB8tMh04bCHF0BR1cQwI3EKTVPPaWoZsg4A15dZK58IdoBvU5h/vRIdv6wrdY0igKLZw/lnqV7tRdUqHG4ohBCiOanN0D3iZxzOwrFtQeme/y1EJz3Q78Z9WbpkX3cniUUdpBbksv6c+uZycx60y7cs5CJYROboVSiPTGZVb7efY7vouK5zb2wYY0YQghho4xR/yJi5wOASqecU6DUHjASoq0b08OPMT382H02g5++ONjSxRGtTIOmpCsfztUYnTt35tlnn+WBBx5odF4dhT2mgdHF78JlxR0ogEMNU9KVK/zbV5jLgjkqKkfyj1BqKsXLyYt95/YRnRlNdGY0GYXVf/S7u7kz0H8gAwMG0sulFz08euBkqD4ayGqKh5itlC67vtrqRZU5YoQ+08FUTHFaDGQnoKg1R9QdMYKiB68wij26YvTogtkrHLNnOKpnF1TPMHDQuqy15Ske8vLz2Juwl4ziDHydfOnn189qXvj2Mt1US6WVKela1zQwK6NO8dbvJ0jLq+gd4+/mxKOTezKhdwDuHp5sOZVGUamZzKwL/H7kPPvjsyzLojk56JjQy59p/YOZNKAburLhSjINTNv/jpBpYJqPTEkn0001NG2N3wdmI7rYLWA2gtmE4fQaDGc34GDKR1f2pV3q24cSn94YTv0KWPcBUFEwYEJ/0zKIvFbqIi1YFzGajRzMOIjB2YC3kzdRKVH8cfKPatPXlTMrZox67TfIPf3uYZjnMMLcw/BwrP59It8RF5e2XXxHVGE0mdkTm0FstondsTlsOZWOHiPOGLmsux93jA6nX4hng/OtKa3URdoGmZJOpqRraNoGTQvlaMAQuxkyYzCeWo/5zAYAVMWAuf/NmEY9DO7BDc9XpqQDZEq6pk4LF/cdYTSZ2XA0nqSsAg4lZPPH0WTLEiN9QzyZNbor1wyJsLSjdOjviA40JV2DAkabN2+2PFZVlUmTJqEoCp9//jkRERG1H0RRcHZ2Jjg4mLAwWZi8oeyyeJXZBO/0Q81JqmWtIFA8Qi1rBdVFVVWS85M5lHaIQ2mHOJh6kOOZxzGq1h9sg2Kgj08fBgYM1AJJ/gMJ7hRsPUrtYsplNkF2AmSe1W5ZMZAZU/Y8BoyFdZ8L9xDw6QY+EWW3btrNOwKcW38lf13cOl7b8xopBSmW1wJdA3l6+NOWeeGFaG9MZpU9MZmk5hYR4O7M8Agf9LXNUwckXijkp/0J/Lg/kZj0ih//IZ7O/G1IZ/42JJRu/m617i/aBln4uPnIuRZNpjgPTq6Foz/BqT/AVPuPKY0CHiE21VlF8/rt7G/M2zqvQft4O3nT1bMr4R7hdPXoSlfPrkR4RBDmHoaDzBggqjiSmM2Hm87w25HzlLdijOrmy0MTezCmh2+12VCag1wfm5ecb9GsEvbBxn9DWeAIvRMMvRsuewLcA1u2bEI0kYSsAj7bGsN3UecoKtUCTj0C3HhgfHeuGxSCg77xg0mEfTXFtbFBAaOqdDodiqJw+PBhIiMj7VIgUZ3d/vDRK2H5XWUzNlX82VUULVhz0xcQee1FZV1kLCI6I9oSRDqUdshqodty/i7+luDRwICBRPpGcnzb6/Tf+DqA1doj5XHwwxOfYuD456rlVSNVhdzkSoGksxWBpMyzUFx7j0oAXP0qBZMqBZJ8uoGrjzb/VQtaF7eOJzY9gVplTFbZX9AyL7wQQqOqKvvPZfHDvkRW/5VEblFFYHtIFy9mXNqZawaE4OkijVJtkTQaNB8516JZFGXD1rdh+9v1p521GiLGNn2ZhM2ikqO45/f6pyq/xOcSMosyrTo/VaVX9IS6hdLVs6slkNTVoysRnhH4OrdMYEC0HmfS8vh48xlW7E/EWNYLekBnTx6c0IMrIwMtvaCbg1wfm5ecb9Ei4nbAhn9DXNn6iwYXGPF3GP0odPJt2bIJ0UTS84pZuj2WZTtjLe0ooV4u3D82gpuHdcHFUTputRatLmBUvmhUaGioZeiUsD+7/uGjV8LaeZCTVPGaRyhMfa1asKjUXMqvZ7XpQK7udjUOOtsbVFVVJSk/iUOpFQGkE5knqo1C0it6dIqOcbnZPJ2eSVCl4ZLn9Xr+n68Ph/27svqG1VZTrl0UVYXCTJTMWMg6i5IZg5IVC5kx2uOC6gEuq92dPMCnK6p3BKpPN1TvruATgeoTAW5BTR5MMplNXP3T1aQWpNa4XUEh0DWQtTPWNv5cCdGGlJrM/HwgEYDrB4fW2uOlqNTEn9Ep/Lg/gS0n0yhrX8DRoOOKyEBmXtqZsT38MEiPmTZDGg2aj5xrYRemUvhrufZ4wE01rzl5+Af48d768/KO0NY86jYBwoZDDdMgi6ZT0+8Ek9nElB+nkFqQWq1zE1SvqxaUFhCXE0dsTiyx2bHE5MQQmx1LXE4cBcbap55xc3DTRiRVCiZFeETQxaMLLgaXJnvPovnVV8dLvFDIp1vOVusFPXd8d66toRd0Q0es20Kuj81LzrdoUnXVU1QVzm7SAkeJZevnOrrByAdh1EPg4tXcpRXCLuq71uYWlfLVrnN8vi2G9LJlAnw7OXL3mK7cOaqrdL5tBVpdwEg0D7v/4c0mrYdEXgq4BUL46Bqn9CgoLWDENyMA2H3bblwdXKulaYhCY2HFKKTUQxxMO0hmUaZleyeTiV3ntC+pOQH+7HJ1xtyMvQc7mc2ElRrpYjQSVlpqedyl1EigyVTnvoWKQoLBwDkHA/Fl9wkOBs4ZHEg26DHZ+X3oVJUhRcX4m0yk6fXsd3aynKvHhjzG5PDJhHQKkak8RIdQUGIk8oXfAYh+aQqujvV3YEjNKeLng4n8uC+REym5ltf93Z24YXAoM4Z0pneQe5OVWdiHNBo0HznXwi5K8uGVEO3xs0ng2Kl6mpitsOyahuXr4KrVZ7tN0G4BfcEOa6+K2tX2O6F8NDxgFTRqyGh4VVVJK0wjNjuW2JxYYrJjLEGlpPwkzGrt8/EHdwq2GpFUHkwK7BSITrHP/wmT2cT+1P2kFaTh7+rPkIAh0lmridhax8vIK2ZJDb2gHxjfjRuHhuHsoGftkfMsWBXN+eyKdQGCPZ2ZPz2Sqf2CL7qMcn1sXnK+RZOypZ6iqtoUuhv+Dcl/aa85e8Loh2HEA+AkvyFF22Lrtbao1MT3+xL4ZMsZ4jO1pUDcnAzcPrIL914WQYC7c437iaYnAaMOqqUqRfYOGFWlqipfHfuK/xf1/wBwMZvZE5cAwPDwzhS2oh/6TmYzncuCR2FGI2Fl911KjYQYjdT1E7EUSDQYiHfQAknnDA7ElwWWEh0MlDYwmHR5fgFPZ2QRVCmIlazX85qvN+s7VfyNdIqO4E7BdHHvQph7GF08tPsw9zA6u3eWHpii3biYgFE5VVU5mpTDD/sS+OVgIlkFFYs+9wv1YMaQzlw3KBSfTo7V9m2KXqqiYaTRoPnIuRZ2YUtDTNn6luSchxpGqYCidXi6/HmI2aL19s2rMrWZqx90G18RQPLqYte3Ier+nVDTeptBrkHMGz6v0VMnl5hKOJdzTgsglQWTykcpZRdn17qfs96ZcI9wq5FJEZ4RdPXoipuj7WsaylqizauhdbyKXtBnSc/T1kPzc3Pish5+/HIwsdo3Snmt7cM7hlx00Eiuj81LzrdoUrbUU8qZzXB8NWx8BdKOaa+5+sJlj8PQe8HRvu1nQjSVhl5rjSYzq/86z4ebzlg63zoadNw0tDNzxnUnzEf+7ze3VhswMhqN/Prrr2zdupWzZ8+Sm5uLqZ4RGYqisH79+sYeukNorwEjsJ7rvK6A0fuT3mdI4BC7H98uTKUo2QnosmLRZcVZ3184h1LH4s2qokP1CMHs3bXsFl5264rZK9yqkrE/ZT8/r7qXt1K1qfNqWu/piQA/TgT2IqMog0JjYZ3FDnAN0AJJ7l3o4tGFzu6dLcEld0fpFSPajsYEjCorMZrZeCKVH/clsOF4qmVOfINOYWKfAGZe2pmJvQNwNOiarJeqaBhpNGg+cq6FXdjaEFO27qam8k+VsubdyutuqiqkHtMCR2c3Qew2KM23zs+nW0XwKGIcuHjb4910aPX9TmiJUThZRVnVpreLzYklPjceo9lY635+Ln7V1knq6tGVELcQDLqKOoWsJdr8LraOV1Rq4vu98Xy0+SyJF+r+TaQAQZ7ObJs36aI6/sj1sXnJ+RZNqiEBo3JmExxZAZtehcwz2mtugTD2Sbh0lkyZK1q9i73Wms0qG46nsmjTafafuwCAXqcwfUAwcyf0kBlbmlFTXBsbvfDQtm3buPPOOzl37pzltbpiUIqioKqqLFQqABgSMIRA18B61+UZGzq2dU/14OILQQOrv242aetFZZ7VblkxZY9jtLWTSvO1YFN2gtbAUZVbEPhEgE83xnl1YUhGFgoVveHK6dCCRs9m5uD791/Q6R3IKMrgXM45zuWeIz43nviceM7las9zS3JJLUgltSCVfSn7qh3W28mbMI+yYJJ7WTDJQ3vs5eQln1/RLjkadEzpG8SUvkFk5pew8mAiP+5P5HBiNn9Gp/BndArerg4MCvNi44m0avsnZxcx96v9jeqlKoQQAi0YdNMXNay7GVJ93U1FgcBI7TbqQTCWQOK+igBSQlRFPWzvYkCBkMEVAaSwEeAgU2jYm16nZ1jQsGY9prezN97O3gwOGGz1utFsJDEv0RJAKg8qxebEkl6YbrntTdlrtZ9BZyDMPYyuHl3p4tGFn079VOPaTCoqCgoL9yxkYtjE1v2bpYNwdtBz56iu3DK8C2//eZJFm87UmlYFzmcXsScmk1HdZfF6IUQD6fQw4EboewP89R1sWgjZ52DNU7D9XRj/FAy6veZ1G4Vow3Q6hcmRgVx+SQC7YzJZtOkMW06m8fPBJH4+mMTkSwKYO6EHl4ZLR622qFEBo+PHjzN16lQKCwtRVRVHR0d69uyJj48PulY0nZhovfQ6PU8Pf5onNj1h6Z1Xrvz5vOHz2u4PL50evMK0W7fx1ttUFfJSqwSSyoNJZ6AoG/KStdu5neiAuuLEOiDAWKI1hvSZhp97MH6BQ2ocmZVdnG0dTMqN51yO9jijKIOs4iyy0rL4K+2vavu6ObhZTXFnCSi5d8Hf1d9u88ML0ZJ8Ojkye0wEs8dEcDIllx/3JfDTgURSc4trDBaB1uCgAAtWRXNFZJBMTyeEEI0ReS30udqmdTetGBwhfJR2m/gMFOVA3PaKAFLacUjar922vQUGZ+gyqiKAFDRA1j9qZww6g2U6uvFY18dzS3KJy4mzWicpNieWuJw4ik3FxGTHEJMdU+8xVFSSC5J5Y+8bDPQfiJezF15OFTdnQ9sISra39Zkc9Dqbezin5hbVn0gIIWqjN8DgO6D/TXDgC9jyBuQkwKpHYdvbMP5pGHBT/fUYIdoYRVEY2c2Xkd18OZKYzYebzvDbkfOsO5bKumOpjIjw4cGJPRjX0086n7chjQoYvfLKKxQUFKDX61mwYAGPPPIIbm62zwEtBMDk8Mm8NeEt3tn1HyDe8nqga6Bd5jpvtRQF3AO1W/io6tsLMssCSWXBpDMb4dyO+vNdO0+7lc/x7xECnqHgUXbzDMXTI5T+HqH0D+9TradLfml+tSBSfK42Oik5P5m80jyOZR7jWOaxaod21jvT2b1zjVPdBXUKsprWQ4i2olegO89Mu4SnpvTm061nWbj2RK1ppZeqEELYkU4PEWMbl4ezB/S+SruBtjZSzOaKAFLueTi7UbsBuPho09Z1n6gFkLy7Nu74olVzd3Snn18/+vn1s3rdrJpJzk+2TG+3OWEzO5N21pvfV8e+4qtjX1V73cXggqeTJ95O3ng6eVYEkyoFlrydvPF01tJ4OXnhYnBp1oaV9ro+k62LcMti3UIIuzA4wrD7tFFFe5donVOyYuHnB7THE56ByOulc4pol/qFevLB7UM4m5bHx5vPsuJAArtjMtkds4d+oR7MHd+Dqf2sO9fK2tCtU6Nabzds2ICiKDz66KM8++yz9iqT6IAmh09mYuBwOBYGwIeTP2RQ6Jg23aOt0Vx9tFvopdrzLqNg2TX179cpEAozwVxaMUIpaX8tiRVwD9KCSmUBpU6eofTxCKGPR2cIuxLcg7XeMkCxqZjE3ERtarsqwaSkvCSKTEWcvnCa0xdOVzuSQWcg1C3UEkyqPEop1C0UR73jRZ4oIZqHQa8jxMvFprT/+S2am4d1YXxPf7r4yqKPQgjRangEw8BbtJuqQvpJLXB0ZqM2PXBhJkT/rN1ACxhZ1j8ar9XNRLunU3SEuIUQ4hbC6NDR9PLuZVPAaEjAEBRFIbs4mwvFF7hQdAGjaqTQWEihsZDk/GSby+Cgc7AKIlUOOHk7e1uNYCoPPrk5uF1UkKm29ZlSC1J5YtMTbXp9puERPgR7OpOcXVTDhIIVaxgNj5DPthDCjhxctKlyL50Fez7RpqdLPwk/3A2Bb8LEZ6H3NK0jsRDtTDd/NxbOHMBjV/Tks60xfLP7HEcSc3jom/108+vEnPHduGFwZzYcT5G1oVspRa1rwaF6ODs7U1paypYtWxgzZow9yyUqaamFHY1mI+vPrQfg8i6XN/3oEJMRjq/SHveZbglSiDJmE7zTT+sZW9vPHY8QeOyw9rggHbITtLn/cxK1W3Zi2fMELR9zaf3HVXTaWkpVRyp5hIBnZ+3eLYhSRSU5L9kyzd253HPE58Rbgkol5pLaD4FCcKdgwjzCKkYnlU11F+YeVm0h5YZqb9NrCGtGk5nfj2q9Yaf0DcSgb7reWjvPZHDrp7satE+EXyfG9fRjfG9/RnbztXkRSVE/Wfi4+ci5FnbR2ut6plJI3F9p/aM9YDZWSqBA8ICKAFKXUVqDUAfU7L8TWpjJbGLKj1NILUitcR2j8nVX185Ya1XHVFWV/NJ8soqzyC7OJqsoSwskld+KLlg/L3utrnpzXQyKoWIEU5Vp8Wp6zdvZG1eDK1etuMpqZJEt76052KuOt/bIeeZ+pXWgq/zXK2+mbcz6k3J9bF5yvkWTasp6SlEO7PoQdv4XinO010IGw8TnoMflEjgSLaY52lMy80tYtiOWpTtiyS7U2iG9XBy4UFi9TdIe1+aOpimujY0KGIWFhZGUlERUVBRDhlRfJ0XYh1SKhEX0Slh+V9mTGn7u3PSF9ULQdTGbIT+tSjCp/JakPc9NqtJQUovyoJJnWSDJo7PVY7NHEKk6HfH5STWunVRgLKgze38Xf8Lcw6qtnRTmEYaHY92fifY6vYZoGSazymULN9TZS9XXzZFZo7uy9WQ6+89lYTRXpHTU6xja1ZvxvfwZ18ufPkHuMo9vI8j1sfnIuRYdUnGetobS2U3alHWp0dbb9U7QZWRFACl4oKxN0I6Vj8IBrIJG5euu2msUjqqqFBoLqwWVKgedsouzK56X3RcaCy/qeApKjUGwqhZPWcywoGEXdYzWYO2R803Si1muj81Lzrdo8woyYcf7sPtjKM3XXgsbCZOea/w0vEK0cvnFRr7dc45PtpwhNbeuTuXa6N9t8ybJ9HQ2aHUBo1tvvZXly5ezZMkS7rrrrvp3EBdFKkXCSvRKbY2inKSK1zxCYeprtgeLbGU2Q35qDaOTkiqe2xxU0pdNf2c9Okn1CCXbqROJOjhjyudcXoLVVHfZxdl1Zuvp5GmZ4q48oFQ+OulAygH+b/P/oahmhhQV428ykabXc8DZGbOitOnpNUTLaUgv1dyiUnacyWDzyTS2nEwjIcu6MSfA3YlxZcGjsT388O4kUzM2hFwfm4+cayGA3BTr9Y9yEq23O3tp6x+VB5B8utXdY9hs0gJSeSnaupPhoyXg1MrV1BEpyDWoVay7WmQs4kLxBUsQqcYRTFWe55c3VtrgmeHPcNsltzXhO2h6TbFOglwfm5ecb9Fu5KXB9ncg6jMwlgWyI8ZpI466jGjRognR1LacTOWuxVH1pvv2/pGyNrQNWl3AKCoqijFjxtC/f392796NwdC+pyJoKTIlnaimNTUwmE2Ql1olmFR5Krwk7aaa6s9L0WtrJllGJ4VS6OpDmoMTCTozZ9ViTpRkcS4vkfjceNIK0+rODoVJ+fk8nZFFkKni+Ml6PQt9fTjiH9Ei02sI+2rOKenKXUwvVVVViUnPtwSPdp7NoKjUbNmuKDCgsxfje/oxrpc/g8K8muW9tGXSaNB85FwLu2hPdT1VhYzTFcGjmC0VU8yU8+wC3SdUrH/Uya9iW40dgEJg6kL7dwBqAh1tSrrK2tNUx6WmUjbFb+KJzU/YlP4Sn0uYEDaBCWETuMTnkiYfJd0SdbyGkutj85LzLZpUS9RTcs7D1jdh39KKJQN6XqmtcRQyuOmPLzq8lrjW/nIwkUe/O1hvuil9g3hgfDcGdvZCJyONatXqAkYAixYt4pFHHmHatGksXrwYPz+/+ncSDdJSlaKC0gJGfKP1bNh92+5GryNTr5J8eCVEe/xsEjh2atrjieZjCSrVNf3deduCSjqDFlTyCMHoHkSOkxvpDk4k6FXOmIs4bsrlaGEaiQXnuTy/gLdS07XdKhen7P6JAD+un/45E8Im2Psdi2ZUUGIk8oXfAYh+aUqzrRHU2F6qRaUm9sZmseWUFkA6npxrtd3d2cBlPfwsI5BCvTrmOhl1kUaD5iPnWthFe67rmYxw/iCc2agFkOJ3V18rMqi/FjwyOMOWN6i+JuVFTDHcQpr9d4JoMvWtzwTgoHOgtMr/50DXQEvwaHjQcBz19h8l3VJ1vIaQ62PzkvMtmlRL1lMunIMtr8OBryvaRfpcowWOAvs2XzlEh9MS19qGrg3t28mR8b38mdAngPE9/fF0dWjC0rU9TXFtbNT/gpdeegmA4cOHs3r1asLDw7niiivo06cPrq71/2h44YUXGnN4IURbodODR7B2Y2jNacwmbcRUtWBSpdFKuee16e+y4yE7HgPgU3brBUyyHM9AgbMnhoIMFCqmCrNsRgsazcvIYur6f9DbN5LhQcMZFjSMIYFDcHd0b4KTINobvU5p1PBoZwc9l/X047Kefjw77RKSs4vYciqNzSfT2HYqnezCUtYcSWbNkWQAegS4WdY+GhHhg7ND2+zNLIQQ7ZLeAJ2HarfxT2mNTnE7tbWPzm6GlMOQXHarlQoosPZp6HO1TE8nmoVep+fp4U/zxKYnqq1nVL4+0/8b9/8YHDCYrYlb2RS/iR1JO0gpSOF/J/7H/078DxeDC2NCxjAhbALjOo/D29m7hd6NEEK0UV5d4Nr3YcxjsHkh/LUcjq+G479Cv7/BhGfAr2dLl1IIuxge4UOwp3Ota0MDeLk4MLq7L1tPpZORX8KKA4msOJCIToFLw72Z0DuASX0CZF3oJtKoEUY6nc7qj6KqaoP+SCaTDaMJhIwwEqKcyagFlaqtpVTpcV4yqOb68ypzd1AAe12cLc91io4+Pn0YFjiM4cHDGRwwWAJIrVxb6H3aUCazyl8JFyzT1x2Mv4C50tXayaBjRDdfxvX0Y3wvf3oEuHXISpL0Mm0+cq6FXXTkul5emrb+0aFv4fS6+tPPWt2qF7+WEUbtT0PWZyo2FbP7/G42xW9ic/xmUgtTLdt0io5B/oMso48iPCMuukxtoY4n18fmJedbNKnWVE9JPQ6bXoXon7Xnig4G3ALj/wk+lb5XW9NyBaJNaqlrra1rQ5eazOyLy2LjiVQ2Hk/lZEqeVT5BHs5M7OPPxN4BjOnhRyen1ldXaGqtboQRaEGiup4LIYTd6A3a+kaeocCwmtOYjJCXjHn/F+g2L6w3y08LHYn1H8IWZ0d+Lk4iJvcc0RnRRGdEsyx6GTpFxyU+lzAsaJg2AilgCG6ObvZ9X0JUodcpDO7izeAu3jw2uRfZBaVsO53OlpNpbDmVxvnsIu3xyTT+/esxQjydLVPXjenhh6eLDNEWQohWxc0f+s/UHtsSMMpLqT+NEHY0OXwyE8Mm2rQ+k5PeiXGdxzGu8zjUkSrRmdFsit/EpvhNHM88zv7U/exP3c9b+94i3COcCZ214NGggEEdar0rIYS4aAF94KZlcP4v2PgKnFwDh76Bw8th8J0w7ilI3Nem10MUHdvUfsF8eMeQamtDB1VZG9pBr2NkN19GdvPlmasuISGrgI0n0th0PJXtZ9JJzini2z3xfLsnHke9jhHdfJjQO4CJvf3p5i9tdxerUbU1s9n2XvxCCNEs9Abw7Iyu61htKHc9DNkJ9DicQA/gHicPirqM5KRvGOsdYF32Cc7lnuNoxlGOZhxl6dGl6BQdkT6RDAsaxtCgoRJAEs3C09WBqwcEc/WAYFRV5VRqHltOatPX7Y7JJCm7iO+i4vkuKh6dAoO7eDOupz/je/vTP9SzQWsrCSGEaEJugbalS4iCS64Fg/3XhRGiNnqdnmFBtXTKqoWiKPT17Utf3748NOghzuedZ1OCNvJod/Ju4nLiWBa9jGXRy/B08mRs6FgmhE1gTMgYqUMLIUR9ggfAbd9Bwj7Y+G84swH2LYEDX2rT9VeVcx6W39Um1kMUYmq/YK6IDGrQ2tCdvV25c2Q4d44Mp6jUxK6zGWw6kcaG46mcyyxg66l0tp5K5+XV0NXX1TJ13XCZ1r9BpHuPEKJ9Ch8NHiGoOUnV1jCCslUC3INg4nPa+gJnNkJhJs6n/mDAKRgAPO7Xi/zwCRzxCmQdhWxPO0B8bjxHMo5wJOMIS44uQa/oifSNZGjQUIYFamsgdXLoQFPsiGanKAq9At3pFejOfWO7UVhiYndMBltOprP5ZCpn0vLZF5fFvrgs3l53Ei9XBy7r4WdZ/yjQw7n+gwghhGgaZfUTcs5DrbO2A7s/gpNrtXpKvxmg0zVbEYVojGC3YG7tcyu39rmVvJI8diTtYFP8JrYkbiG7OJvVZ1ez+uxqDDoDw4OGa1PXdZ5AsFtwSxddCCFar86Xwp0/adPPrX8Zzu2oJaGshyjalsasDe3soGdC7wAm9A5g/vRIzqbns/F4KptOpLE7JoPYjAKW7ohl6Y5YXBz0jOnhy8Q+WvpQLxc7v5P2RQJGQoj2SaeHqQtRlt9VVmWqaJRRy5fwvep1rdfNkDu1uX+TDsKZ9XB6PSTsgfSTdEo/yQhghN4JwkeTE34r+9y92VR0nqiUvcTnxnM4/TCH0w+z5IgWQOrr21cLIAUNY3DAYAkgiSbl4lhRSYJIErIK2HJSm75u++l0LhSUsvqv86z+6zwAfYLcLcGjoV29cTLIjwghhGg2ZfUTlt+FNkt7DbO2D7kLTqyBrFhYcR9sfxcmz4cek6EDrlcn2i43Rzeu7HolV3a9EqPZyMHUg2xO2MzG+I3E5cSxI2kHO5J28MruV+jt3ZsJYROYGDaRS3wvQadIkFQIIaoJHw0Tn4Fl0+tIpEJOohZcasXrIQphT4qi0N3fje7+btw3tht5xUa2n05n4/FUNp5IJSWnmHXHUll3TFt3sXegOxP7aFPXDQn3xkEv9Y7KFFUWHWr1Wmphx1JzKb+e/RWAq7tdjYOuidfEMJXCX8u1xwNuAr2swSHsIHplDfP6hsLU1+oeol14QVuc+nRZACknwXq7Ryh0n0hW56HsdnFhR1Y0UclRJORZpysPIJWvgTQ4YLAsDG1npSYzPx9IBOD6waFyoa/EaDJzMP4Cm8vWO/orMZvKV30XBz2juvsyrqcf43r5E+HXCaUNNUbKwsfNR861sAup61Wor35Skg+7FsH296A4R9sePgYmvwhhw1ukyJU1++8E0e7EZMdY1j06mHYQs1ox3X2ASwDjw8YzNnQ8ycmdMegcW20dT66PzUvOt2hSbaWecvgH+PHe+tPN+Lxi/UQhatER2lNUVeXY+Vw2nkhl4/FU9p/LwlypXcTd2cC4Xv5M7B3AhN7++Lk5tVxhL0JTXBvtFjBav349S5cuZefOnSQnJ1NUVMRff/1FZGSkJc2WLVs4cuQIHh4e3HHHHfY4bIcglSIhGsls0nrX5KVoaweEj27Y0GxVhfSTZcGjdRC3HYwVi/Kh6CD0UugxmfSQgexQiolK3UdUchSJeYlWWRkUA5F+kQwPGs6wwGEMChgkASTRbDLzS9h6Kk0bgXQqjbTcYqvtYT4u2tpHvfwZ3cMPN6fWPRBZro/NR861EE3AlvpJQSZsewt2fwKmsu/s3lfD5c9DwCXNX2YhmkBWURZbE7eyKX4T2xK3UWgstGxzMbgwKngUE8ImMK7zOHxdLm7amqYi18fmJedbCCBmKyy7pv50s1bLCCMhapCVX8KWU2lsOpHGphOpZBWUWm0f2NnTsvZR/1BPdK18TehWGTAqKChg1qxZrFixAtCidqANBTt8+LBVwGj79u2MHTsWRVE4fvw4PXv2bMyhOwypFAnRypQWakGj0xu0KezSjltvd/aC7hOh++UkB/djd/45opKj2Juyt8YAUl+/shFIEkASzai8l82WU2lsPpHG3rhMSk0VVQKDTmFIuDfje2kBpMhgj1ZXUZLrY/ORcy1EC8tOgE2vwcGvQTUDCgy8VZuWxqtLS5dOCLspNhUTlRzFpvhNbIzfSGpBqmWbgsJA/4HaukdhE+jm2a3FR0bL9bF5yfkWAq3DyTv96lgPUdHWS3zssKxhJEQ9TGaVQwkX2HQ8lQ0nUjmSmGO13beTI+N7+zOpTwBje/rj6dL6Rh62yoDRNddcw5o1a1BVleHDhzNu3DjeeOONGgNGAAMGDODo0aP85z//4emnn25U4TuKlqoUGc1GdiRpC+mNDhmNQdfEPc1NRq3xHaD75aBv3T3bhbDITtBGH51ZD2c3QVG29faASOg+CXpMJtE3nKj0v4hKjiIqOYrz+eetkhoUA/38+jEsaBhDg4YyyF8CSPUxmsxsOZUGwLie/hja4RDq5pBfbGTX2QzL9HWxGQVW2/3cHBnb059xvfwY27N1DNOWRoPmI+da2IXU9Rov7SRseBmOrdSe6x1h6L0w7kno5NdsxWj23wmiQyo1mvj20E4OZ+0krjCKY5nHrLaHuYdZ1j0aHDC43v+HJrOJ/an7SStIw9/VnyEBQ9A3sjFVro/NS863aFJtqZ4SvbJsPUSoMWh005d1T8EvRBlpT7GWmlPEphNpbDyRytZT6eQVGy3b9DqFS8O9mdg7gIl9/Okd6N7iHVegFQaMfvzxR2688UYUReHjjz/mvvvuA0Cn09UaMHrxxRd56aWXmDJlCmvWrGlc6TuIlqoUFZQWMOKbEQDsvm130zdal+TDKyHa42eTwLFT0x5PiKZgMkLiPq2ieXodJO7HqgJncIGul2kLV/e4nEQnF6JS9hKVHMWe5D0k5ydbZWfQGejv15+hgUMZFqSNQHIxuDTve2rlCkqMRL7wOwDRL03B1bEVV+zbkLiMfLacTGPzyXR2nEmnoMRktb1fqAfjevozrpc/l9qwSKTJrLInJpPU3CIC3J0ZHuGDvpEjlqTRoPnIuRZ2IXU9+0nYB+tfhJgt2nNHNxj9MIx6CJzcm/zwzf47QXRIVet4OaXpbI7fzMaEjew5v4dSc8UUMh6OHoztPJYJnScwJnQM7o7Wn4N1cet4bc9rpBSkWF4LdA3k6eFPMzl88kWXUa6PzUvOt2hSba2eUtN6iAAOrvDoIXALaJlyiTZF2lNqV2I0szcuk00n0thwPJXTqXlW20M8nZnQJ4CJvQMY08PXpnPXVtpFGvW/YNmyZQDccccdlmBRfS699FIAjh07Vk9KIYRog/QG6DJCu018Vlt74OzGsvWP1kNeMpz+U7sBoV5dCO1+Odf3uBx16D9JLM21TF9XHkA6kHqAA6kH+PTwpxh0Bgb4DWBokBZAGug/UAJIokmE+3bizlGduHNUV0qMZvbFZVmmr4s+n8ORRO22aNMZ3JwMjOruy7he/kzo5U+Yj3XD4doj51mwKprz2RVrfwV7OjN/eiRT+wU391sTQoi2r/OlcNdKrY6xbgGcPwibXoU9n8C4p2DoPWBo+ZGgQthTUKcgbu5zMzf3uZn80nx2Ju1kY/xGtiRs4ULxBX49+yu/nv0Vg2JgaNBQy9R1xzKO8cSmJ1Cr9MJPLUjliU1P8NaEtxoVNBJCiBYReS30ubpiPURXP/jzeUj+C35/FmZ81tIlFKJNczToGN3dj9Hd/Xh22iXEZxaw6UQqG0+ksf10OknZRXyz+xzf7D6Ho17HiG4+TCxb+6irX/WAc1tqF2nUCKOQkBBSUlJYtWoV06ZNs7xe1wijvXv3Mnz4cFxcXMjPz7/4kncgMsJIiHZCVSE1Wht5dHo9nNsJppKK7ToDdB4OPbTp69SgASTkJ7E3uWIEUuVekQAOOgf6+/XX1kAqCyA5G5yb+Y21LOkR0/xSc4vYdiqdzSfT2Hoqncz8EqvtEX6dGNfTj/G9/cktMvLYdwerTZRQ3ofmwzuGXHTlSHqZNh8518IupK7XNMxmOPYLrH8ZMs9or3l20TquDLipSdYvkBFGojnYWsczmU0cSjvEpvhNbErYREx2jNV2g2LAqBpr3FdBIdA1kLUz1l7U9HRyfWxecr5Fk2oP9ZSkA/DpJG29wztWQI/LW7pEopWT9pSLU1RqYufZDDYeT2XD8VQSsgqttkf4dbJMXTc8woeNx1OZ+9X+NtMu0qj/BRkZGYAWOLKVTqdNWWM2mxtzaCGEaHsUBQL7arcxj2oV0thtFesfZZyGczu024Z/o7j6EdZ9ImE9JnPD4MdQO/mTkJtAVEqUJYCUWpDK/tT97E/dz8d/fWwJIA0PHs6wwGEM8B/QoABSU8ztLtqfAHdn/jakM38b0hmzWeVoUg6bT6ay5WQ6+85lEZOeT0x6Pst2xtWah4pWOVqwKporIoMaPQxbCCE6LJ0O+t4Afa6Bg1/Dptcg+xz8/ABsfxcufwF6X6XVQ4Roh/Q6PUMChzAkcAhPDH2C2OxYNidsZmP8Rvan7K81WASgopJckMz+1P0MCxrWjKUWQogmEDIYhs+B3R/Cr0/A3J3gKJ06hLA3Zwe9FhDqHcCCa1XOpOWz8XgqG0+ksicms6xNJIbF22NwcdBhVmtcbazVtos0KmDk6elJRkYGSUlJDBo0yKZ9YmK03j5+fs23KKsQQrRKjp2g1xTtBpAVWxY82gBnN0NBOhz+XrsBSlB/wnpMJqz75fxt1AJUvQMJuQnsSd6jBZHOR5FaWBFA+oiPcNA5MMB/AMOChjE8aDgD/AfgpK95ipqmmttdtG86nUL/zp707+zJPyb1JKeolB2nM9hyKo0/jiSTXmX0UWUqcD67iD0xmYzq7tt8hRZCiPZI7wCXzob+N2lT0217C9KOwXe3aiOYJ78IXce0dCmFaHJdPbvS1bMrs/rO4ocTP7Bg14J690krSGuGkgkhRDOY9C84tlJrX9jyOkye39IlEqJdUxSFHgFu9Ahw4/5x3cgtKmX76XQ2Hk9j44lUUnOL69y/NbaLNCpg1KtXL3bu3MmhQ4espqSry88//wzA4MGDG3NoIYRof7y7wrB7tZupFOL3aCOPTq+D84cg+bB22/Y2OLqhRIwjrPskwnpczoxeM1BVlfjceC2AlKyNQkorTGNfyj72pezjo0Mf4ahztASQhgUNswSQ1sWtk7ndhV14ODswtV8QU/sFMaKrD4/+72C9+6TmFtWbRgghhI0cXeGyx+DSWbD9Pdj1ISTsgaXToMcVWsNRUP+WLqUQzSLcM9ymdP6u/k1cEiGEaCZO7jDtdfjuNtjxHvS/EQIj699PCGEX7s4OTO0XzNR+waiqyqJNZ3j99xP17tea2kUaFTC6+uqr2bFjB++//z6PP/44zs51T3u0detWvvvuOxRFYfr06Y05tBBCtG96B60XcNcx2lQyeWnawtan12kjkPLT4MRv2g3ApxtK98vp0mMyXbpOZWavmaiqyrncc5bp6/Ym7yWtMI29KXvZm7KXDw99aAkgHcs8Vi1YBNo0HQoKC/csZGLYRJmeTjRIgIdt0yEGuHesdbeEEKJZuHhrwaHhf4ct/w/2LYPTf2q3/jdqaxz5dGvpUgrRpIYEDCHQNZDUgtQa67rlaxgNCRjSAqUTQogm0udqbara46th9WNw91ptClshRLNSFIUhXbxtStua2kUaFTB66KGHePPNN0lJSWHmzJl88cUX+Pj4VEtnNBpZsmQJTz75JGazmbCwMGbPnt2YQ4tm4KB34NkRz1oeNzm9I0x7o+KxEKKCm7+2cPWAm7TFrVMOa8Gj0xsgfhdkntVuUZ+CzgG6jETpMZnwHpcT3nOGJYAUlxNnmb4uKiWK9ML0/9/efYdHUe1/HH/vpheSUAOhhF4CSJGOGFBAuiJil2K9cC2o96roT1GvF7HDVa+CUm2oiFRFlAtIkyKISO+9hJYE0pP5/TFkSSBlk2xJdj+v55knk90p353d2fOdPXPOYcPJDQXuOrtv9/Un1tMhqoOLXrD9/HysvHpzU9u8lB7t6lSgWnggJ+JT8uyv1wJUDQ+kXZ2rcwcR8UDK9dwjrBr0ew86PgpL/w1/fWd2d7v1e7MLu+ufgXKRRdqky68TxCs5IsfzsfrwXLvneGrZU1iw5Ko0slwaavrZds/qpigR8bw8pfebsG8ZHF4LG6dBm/vdHZGUQvo9xfnK4u8iFsMw8orVbkuWLKFPnz5kZGQQGBhIbGwsixYtwmKx0Lt3b9LS0tiwYQPx8fEYhkFgYCDLli2jXbt2jnoNHi8hIYHw8HDi4+MJCwtzdzgiUtqkJMCBFeb4R3t+gfMHcz8fWhXq3QD1b4S63SDE7BPVMAwOJBxg6l9T+X7P9wBYDYPWKalUzswkzseHjYEBZF0aJNuChSrBVYgMiaRqcNXcf0OqEhkcSeWgyk654M7MymTjqY3EJcVRObgyrau01oV9GbHor+OM+HwjkHuQx+yhHD+6tzW9mlUr1rZVPrqOjrWIBzm+GZa8auYMAH7B0GEkdH4cAsPdG5uIk+Q1VmfV4Ko82+7ZEnW7rPLRtXS8RYrot49h0bMQEA6ProNyVd0dkYhXKmu/i5S4wghg1apV3HvvvRw8aP5IabFYcj2fvYuaNWvyzTff0L59+5Lu0qsoKRIRuxmG2dIou/LowApIT8qxgAWiWpmVR/W7Q/U2rI/bxP0/3c+NF5N47sw5qmZm2pY+4ePDuIrlWRISbNfufSw+VAqqZKtAyvk3e75SUKUiVfbkdYEfGRzJc+2e07hKZcSiv47zyvxtHI+/3CdvtfBAxvSPKXZSBCofXUnHWsQD7V8Bv7wMRy+1NA4qD9c9Be0eAr8gt4Ym4gzOuAFJ5aNr6XiLFFFWJnx6IxzbBE1vhcFT3R2RiNcqS7+LOKTCCMxu52bOnMm8efPYsGEDp06dIjMzk4oVK9KqVSsGDBjA0KFD8ff3gGadLuaupCg7oQZcczd/ViYcXG3OR3cCtR4QKbmMVDj02+Wxj07+lfv5gHCMOl2Yf2It/c/HYQA5GyFnXfr7as16/O3OH4hLiuNk0klOXDxx1d9TSafINDIpjI/Fh8rBlfNtpVQ1pCoVAyviY/Xhl4O/mF2IGFm5Wj5tCgwky2Lh3a7v0q3mjazbfxYwm/r6WC2FRCDukJllsG7/WU4lplClXKBD3iv9aOA6OtbiEMr1Sh/DgB0LzRZHpy8NxlsuCro+By3vAZ+8ezB3+XWCeKXs3AFKb46n8tG1dLzFqTw1Tzm+GSZ1BSML7pkFDXq4OyIpRcpCWetJysrvIg6rMBLncVdSlJSeRPsvzdZga+9eS7CffS0Mii3tIoyNMuefPwb+Ic7dn4g3SjhuVhztXQJ7l0Ly2UJXyQLSgyIIeHgFBJcHv5A8B8zMzMrkTMqZ3JVJF09yIuny37ikOLsqlXwtvlQKqsSZlDNcnxifZ8unNypW4K/KdZjdfwHNXza71dn26k0E+5doeD4pQ/SjgevoWItDKNcrvbIyYfNMWDoWEo6Yj1VsADe+CE0GwBU9SLj8OkG8UlJaBjEv/QSU3hxP5aNr6XiLU3lynvLTC7DmA4ioBSN/86zXJiVSFspaKZgzykZ9CkREvElYNWh1jzllZcKxP2DDFPjj83xXsQIByedhQvNLj1ggoNylKcw27xNQjiqBYVSxPRYGAZFQqT5ULweB4WT6BXPWSOdkZjLH0uI5kXTyqpZKcclxZBgZnEg6wY0Xk3j31OmrYqqSmck7p+J4CoM/4jY540iJiIh4D6uPmRs0GwQbJsOvb8OZ3fDNEIhqDd3HQN2u7o5SREREiqPraNg2F84fguVvQI9X3R2RiJRiqjASEfFWVh+ocS2c219ghdFlFszh+QxITTAnjhZplz5A5UtTMyy5KpwIDIOAcLICq5Pi68eui8epF7cKC5cHArSFjtny6dkz5xj+20v4V25M5oUGZGSlo6JNRESkmPwCoePfodV95p3Iqz+AYxthxs1Qt5tZcRTVyt1RioiISFEEhEKft+GrO8yyvflgqNq88PVExCs5/Fe1hIQEEhMTycwsvMuhWrVqOXr3IiJSVKGR9i03dB7UaAupiZByqcIoNTHH30vzKTn/T7x6uZQEMDIxK57izSkHKxAMtCwkHCtQLTOTV/f+wXb/bZws78Pr0z6ictUWNIjuSqu6vagRHl3kw2G37D6uL5w0j6En9XMtIiLeLTAMuj0PbR80WxttmAL7lsKkpRBzC5brn3Z3hCIiIlIUjXqZ3cxunwfzR8EDi3X9KiJ5ckiF0eLFi/noo49YsWIF586ds2sdi8VCRkaGI3YvIiIlEd0JwqLM8Y3Ia1g7i/l8dGczofQLgtAqxd+fYUB6co4KpfjL8zkqm7KOrMe6+6dCN9cuJZV2KamX/jsPJ47CHz+QwTPE+QWQGlIJ//J1KF+lKX4RtSG8OoRdmkKrFC9J3jYPFj0LCccuPxYWBb3egJgBRd+eiIhIaRRaBfq8CR1HwtLX4c+vYdscArfPZ0xoIB9FhLs7QhEREbFX7zfNsYyPbjBvBmn3kLsjEpFSqMQVRn/729/45JNPADCMvH5oFBGRUs3qY1Z0fDOEy93OZbvUGVyvcY67+8hiAf9gcyqXf+sm6/4VYEeFUXrrB5m67jhRltN0jboICUcISo7HF4PK6alw/qg57V+Zx058oVw1s7InrLr5N7zGpf8v/b2yUmnbvEvH6ooyL+G4+fjtM1RpJCIinqV8bbh1InR+HJb8C8uuH7kt8SL9LiTh87/XoMs/ILjC5eXVCldERKT0Catmdi/7wz9gyavQuJ/5mIhIDiWqMJo4cSKTJk0CoFy5cgwcOJAWLVoQERGB1Wp1SIAiIuICMQPMio48W82Mc08FyKWWT0bCsavGMAKzusYSVp30nmMZu/oXALY9cBPB/r6QlcmFc3vZvn8JBw6v4szJPwlKOktkZiZVMzKompFJ5cxMfLIyIP6wOeXH6gvloi5VIkXB7sXk3RLLACyw6Dlo3Fc/jImIiOeJbAp3zyRl31K2fX0HrVNTYc2HsPFzuO4JaP832LNErXBFRERKqzb3w+aZZiujRc+avwOIiORQogqj7MqiJk2a8L///Y/ISDvHwZAywc/qx1PXPmWbdzqrH/R49fK8iLhWzACzoqO03BF8qeWT5Zshl6piLlfSGFjMSqRe4/D19WN078YA+GbfrGD1IbRiQ9pWbEjbNiMwDIMDCQdYfWw1c4+uZMOJDaRnJFMpM5PIjEyqZmbSMqAKzf3LE40fESkXsCQeh8TjkJUB8YfMqVAGJBw1j2GdLo4+IiIiZZtyPY/hE30dm/uN48yJbXTfvQrLqW3mncqrJkBK/NUrqBWuFIOv1Xp1jici4izekqdYfaD/eJgYC9vmws5F5vhG4pVU1kpeLEYJ+pELCQkhJSWFmTNnMnjwYEfGJTkkJCQQHh5OfHw8YWFh7g5HRMS18hwvqHqJWj6lZqay8eRGVh1dxapjq9hzfk+u58v5l6NDtQ5cV7UD14U3oEpGOsQfgZ0/wpZvCt9B5yfhxhfVysjJVD66jo61iOQrKxO2zIL//avgFrvZYyKO2qLyUTyGykfX0vEWcaDFL8Lq/0B4TRj5GwSEujsiESkGZ5SNJaowioyM5PTp0/z++++0bNnSIQHJ1ZQUiYjXc/JYCCcunmDNsTWsOraKNcfWkJCWkOv5euH16Fy9M70pR7OFz9q30dCq0Pw2uOYOqNrcHLtJHErlo+voWItIofYshc9vKXy5oQvUClc8hspH19LxFnGgtIvw3w5w/hB0fBRu+re7IxKRYnBG2ViiLumaNGnCihUrOH78uCqMPFBmVibbz24HoEmFJvg4+07ArEw4/oc5X62l7jwUkcusPvn+uJSZZfDXUbP7m2bVw/GxFr1ipmpIVQY2GMjABgPJzMrkrzN/sfroalYeW8lfp/9ib/xe9sbv5XPD4CcfH6pkZpJXY+0sIMViJSggDMuFE7DmA3OqEmNWHDUfDOHVixyfiIhHUK7nMfK8Tkg+Y9/Kxzerwkjs4ogcT0TEbt6Wp/iHQN934Yvb4LeP4JrboVoLd0clLqayVvJSos4JH374YQzD4KuvvnJUPFKKpGamctfCu7hr4V2kZqY6f4cZKfDJDeaUkeL8/YmIR0jNyOTmD1dx84erSM3ILPH2fKw+tKjcghEtR/BFny/49Y5feTv2bQbWH0hYYHnGVSwPmJVDOWX//3zlCqy8cwrc+SU0GQA+/nBqG/wyBt5rCtP7w6YvIDWxxLGKiJQpyvU8Rp7XCaF2jme7+AX4uAusfA/OHXRekFLmOTrHExEpkDfmKQ16QNOBYGTC/CfMSjPxKiprJS8lqjC6++67GTRoEF988QUffPCBo2ISEREpNcIDwrmp9k282vlVnmv3HEtCgnmqSiVO+eS+4+ykjw9PVanEkpBgRi4fRY+/xvO3iiH858bH2NRuGBeqtQAM2P8rzB0JbzWAWffDrsWQmeGeFyciIuIo0Z3MMYoo4M5U3wDACif+hF9ehgnXwCc3wpr/5h6rUERERFyj1zgICIdjm2D9p+6ORkRKgRJ1SQfwxRdf8I9//INRo0Yxc+ZMbr/9dho2bEhwcHCh615//fUl3b2IiIjLVAmuAsCSkGCWBgfROiWVypmZxPn4sDEwgKwc4xSduHiCExdPsAr4BCAQqteI4s40K70S46manAh/fQd/fYcRUglLs8FmNwBRrTTekYiIlD1WH+j1BnwzBLPSKOdQuZfKtVs/hejOsH2eWQYeWAlHN5jTT8+blU7NboUmN0NoZTe8CBERES9Trip0HwMLn4Ilr0LjfupGXcTLlbjCyM/PjxYtWlC+fHnWrFnDmjVr7FrPYrGQkaE7qkVEpOxoXaU1kcGRnEo6RZYFNgQF5nregoXI4Ei+7vc1BxMPsvf8Xvae38ue83vYe34vR4njHT94JziCpmnB9L9wkd4Xkqhw8TSs/QjWfsSZ0EqcrN8Vn2vuombNTgT7FX4DhoiISKkQMwBunwGLns3dYigsyryDOWaA+X+b4eaUeAK2zYW/ZsPh3+DgKnP64Z9QJ/ZS5VF/CCrvntcjIiLiDa4dDptnwpF18OMzcOcX7o5IRNyoRBVGGRkZ3HXXXcyePRsAwzAKWUNERKTs8rH68Fy753hq2VNYsGDkuHvacunu6WfbPUuFoApUCKpAqyqtcq0fnxrPvvh9tgqkpef3MPXcHhqdPUK/CxfplpRMxQunqfjHLPhjFusDA1hZoTpHal1L9Uox1IuoR72IetQNr6uKJBERKZ1iBkDjvnBwNVw4aY5tFN0p78HDy1WF9o+Y0/nDsG2O2fLo2CbYt9ScFjwF9W+EprdC4z4QUM7lL0lERMSjWa3QfzxMvB52LIAdC82yXES8UokqjD7++GO+++47AKKjoxk6dCgtWrQgIiICq7VEwyOJiIiUSt2ju/Nu13cZt24cJ5NO2h6PDI7k2XbP0j26e77rhgeE06pKqzwrkvae38uPp/7Ef+ci6h7aQKOEONqmpNL22D5Sj+9jWXAwC0KCeTk4iAyLheqh1W0VSPXC61E/oj51wuuoIklERNzP6gN1uhRtnYia0OkxczqzF7Z+b7Y8OrUVdi0yJ99Ac4DuZoOgwU3grzJPRETEISKbmmXwyvcutfS9XjdpiHipElUYffqpORhahw4dWLJkCUFBQQ4JSkREpDTrHt2dbjW7sfHURuKS4qgcXJnWVVrjk9fd03YIDwindWRrWke2hubDzAfjj5C8cQb8OZOgcwe56WISN11MIt7Hhx+Cg5ifksqviUf49civtu1YsBAVGkX9iPrUjahL/Yj6thZJQb4qo0VEpIyoWA+u/4c5ndoBW2ebLY/O7IHt883JLwQa9TYrj+rfCL4B7o5aRESkbLv+GfOGjXMHYOlY6PW6uyMSETcoUYXRnj17sFgsjB49WpVFHsjP6seIFiNs805n9YPY5y7Pi4jYwddq5YkbG9jmXcXH6kPbqm2dt4PwGgR1ex66joYTf8Lmr2HLt4RfPMVdiRe4K/ECieWqsDGyAT+UC+W3lJOcTTnL0QtHOXrhKMuPLLdtykLuFknZFUl1wuuoIklEXEe5nsdw6XVClcZQJbs83HK58uj8IfhrljkFhEOTfma3dXVjwUefL0/grhxPRLyU8hSz5W7fd+DzQbD2Y7jmdohqVfh6UmaprJW8WIwSDDwUGRnJ6dOn+f3332nZsqUDw5KcEhISCA8PJz4+nrCwMHeHIyIi7pKZAfuWwZ9fm31Lpyddfq5mBy7G9GNntRh2pcSx5/we9sXvY+/5vZxNOZvn5rIrkrIrkLIrk+qE1yHQN9A1r6kEVD66jo61iJQqhgFHN5oVR1u/h8Rjl58LqmCOo9RsEER3znvsJBEHUfnoWjreIi4y6wHzhoxqLeDB/4FPidobiIgTOaNsLFGFUc+ePVmyZAmzZ8/m5ptvdkhAcjUlRSIicpXURNi+AP6cCfuWA5eKcx9/aNATWtxp/vUN4GzKWfae38ue83vYe36vbTqXei7PTVuwUKNcjVytkeqF1ytRRVJmVqbDuvDLpvLRdXSsRaTUysqCw7+ZlUfb5sLFuMvPhUZCzC1m5VGNtuag3iIOpPLRtXS8RVzkwin4oA2kxMNNr0PHke6OSETyUeoqjGbPns1tt91Gv379mDdvnkMCkqu5KynKMrLYd34fAHUj6mK1OPkCKysLTu805ys10gWdiNglK8tgT9wFAOpXDsVqtbg5IjdIOAZbZpktj07+dfnxwAhoOtCsPKrZHiy5j82Z5DO2iqR98ftsFUrnU8/nuRurxUqN0MsVSdnjJNUJr0OAT/5jR/xy8BfGrRvHyaSTtscigyN5rt1zdI/uXvyXrR8NXEbHWhxCuZ7HcPl1gr0yM+DACrPbum3zIOX85efCakCzgWa3dVGtrioTpfQpCzmeykfX0vEWp1Kektvv02D+E+aYgX9fCxE13R2ROEFZKGulYKWuwghg5MiRfPzxxzz11FO88cYb+Pioyb+juSspSkpPov2X7QFYe/dagv2CnbvDtIswNsqcf/4Y+Ic4d38i4hGS0jKIeeknALa9ehPB/l7eXP7EX2bF0ZZvIfH45cfL14Zr7jCnivXyXd0wDM6knMnVEmnP+T3sjd9LfGp8nutYLVZqlqtJvfB6ubq2qx1emxVHVvDUsqcwyJ1uWDAT0Xe7vlvsSiP9aOA6OtbiEMr1PIbLrxOKIyPN7Mb1r+9gx0JIS7z8XPk6ZqujZrdClRhVHpVSZSHHU/noWjre4lTKU3LLyoJpfeDQGmjYG+76SuWlByoLZa0UzBllY4k+BTNmzKBDhw5s2rSJ9957j1mzZnHrrbfSsGFDgoMLv2gYMmRISXYvIiIiV6razJy6vwz7fzUrj7bNg3MHYPkb5lS9jdnqqOmtEFIx1+oWi4VKQZWoFFSJ9tXa2x7PWZGUs2u7Pef3kJCWwMGEgxxMOMj/Dv/v8rawYLVYr6osAjAwsGDhjXVv0K1mtxJ3TyciIpKLrz807GlO6Smw52ez8mjnIji3H1a8bU6VG5vlYbNboVIDd0ctIiJSOlit0G88fHwd7PrRHEO3SX93RyUiLlCiCqNhw4ZhyVG7fPjwYSZMmGDXuhaLRRVGIiIizmL1gXrdzKnvO7DjB3O8o73/g6MbzGnRc1C/B7S4w7xrzC//8YkKqkg6nXyavfF7c1Um7Tm/h8S0RDKNzHy3aWBwIukEG09tpG3Vtg59+SIiIjZ+geaPXE36Q+oF2LUItn4PuxdD3A5YNtacqjY3Wx41vRXKR+e9raxMOLgaLpw0x0iK7mSWuSIiIp6mSmPo/IR5g8UPz0CdWAhU6z4RT1fidmYl7NFOREREnM0/BK4ZbE6JJ807rP+cCcc3m3eL7foRAsKh6c1ml3W1OtndZ7fFYqFycGUqB1emQ7UOtscNw+DrnV/z77X/LnQbcUlxhS4jIiLiEAGh0Pw2c0qJN2+o+Os72LcUTmwxp19eNlvjNhsETW+BsEtdFG2bB4ueNccOzBYWBb3egJgB7ng1IiIiznX9P8yxAc/ug/+9Bn3edHdEIuJkJaow2r9/v6PiEBEREVcoFwkdR5rTqR1ml3V/fgMJR2DjDHMKr3WpgulOqNywWLuxWCzUi8h/rKScKgdXLtY+RERESiQwHFreZU5JZ2H7PLPy6MDKy61xf3rebEVUsb5ZRl7ZzWrCcfhmCNw+Q5VGIiLiefyCoO+78NktsG6SeYNhjWvdHZWIOFGJKoyio/Nppi8iIiKlX5XG0H0M3PAiHFxltjraNg/iD8GKd8ypWktzvKNmt0Fo0Sp2WldpTWRwJKeSTuU5jpEFC5HBkbSu0tpBL0hERKSYgivAtcPMKfEkbJtr3lF9aI1ZRh5clc+KBmAxu3lt3Ffd04mIiOep182sKPrza5j/BDy8DHxK3GmViJRS9vU3IyIiIp7LaoU6XeDmD+Efu+C2qdCwF1h94fgf5o9g7zSCLwbDllmQlmTXZn2sPjzX7jnArBzKKfv/Z9s9i49+XBMRkdKkXCS0fxjuXwRPboU2DxSyggEJR82xjURERDzRTWMhqDyc3AJrP3J3NCLiRKoOlnz5Wf0Y1nSYbd7prH7Q6bHL8yIidvC1Wnn4+rq2eSkhvyBodqs5XTwNf802Wx4d/d0cHHz3YvAvZ3a7c80dUPu6Au+m7h7dnXe7vsu4deM4mXTS9nhkcCTPtnuW7tHdXfGqRKQ0UK7nMVx+neBO4TXMLuk2TC582R+fNVvl1u0Kkc3sHg9Q8qYcT0RcSnlKwUIqQY9/wbxHYelYaDIAyqvnqbJOZa3kxWIYxtV9xEipkpCQQHh4OPHx8YSFhbk7HBER8Uand18a7+hrOH/o8uPloi6PdxQZk+/qmRlp7N48neTzBwiKqE2DFkPx8fUvUUgqH11Hx1pEvNr+FTC9X9HWCa4IdWLNyqO6XfWjmodS+ehaOt4ibmYYMK2v2U1rg55w9zdgsRS+nog4jTPKRodUGG3fvp1JkyaxYsUK9u3bR2JiIllZWQXv2GIhIyOjpLv2CkqKRESk1DAMOPSb2epo6/eQEn/5ucjm0OIOaD4YylW9/Pi2ebDoWUg4dvmxsCjo9UaJBghX+eg6OtYi4tWyMmF8M0g4DnmMyQcWCK0CnZ+A/b/CgZWQdiH3IuXrXK48qnO9OWaSlHkqH11Lx1ukFIjbBR91gqx0GDwNmg50d0QiXq1UVhi9++67jB49moyMDIqyKYvFQmZmZkl27TXclRRlGVkcv3gcgGoh1bBanNw0MSsL4g+b8+E11YWDiNglK8vg6PlkAKpHBGG16g4nl8lIhV0/ma2Odv1kXjQAWKzmD2LX3GnecTb7Ya7+ge3S+3T7jGJXGulHA9fRsRaHUK7nMVx+nVAabJsH3wy59E/OMi2P8iwz3ezKdd8yczqyHrIycq8T1fJyBVLNDuAX6Nz4y6CykOOpfHQtHW9xKuUp9ls6Fpa/AaGR8Oh6CAx3d0RSTGWhrJWClboKo0WLFtGnTx9zQxYL7du359prr6VChQpY7fhiHTNmTHF37VXclRQlpSfR/sv2AKy9ey3BfsHO3WHaRRgbZc4/fwz8Q5y7PxHxCElpGcS89BMA2169iWB/Dc/nFklnzRZHf34Nh9fmeMJC3ndjX3ouLApGbSlwHKT86EcD19GxFodQrucxXH6dUFrk2WK2OvQaV/DND6mJcGDV5QqkuO25n/cNhFodLlcgVb2mWOWipykLOZ7KR9fS8RanUp5iv/QU+LgznNkDbR+Evu+4OyIpprJQ1krBnFE2luhTMH78eADKly/PvHnz6Ny5syNiEhERkbImuAK0fcCczu6DP7+B36dB4vECVjIg4SgcXA11urgqUhERkeKJGQCN+5rl1oWT5p3V0Z0Kr9wJKAeNepkTQOIJ2Lf8UgXSUrOszK5MAggqb3ZbV7ebWYFUoY7zXpOIiEhR+QVCv/dgen9YPxmuuQNqtnN3VCLiICWqMNqwYQMWi4WXXnpJlUUiIiJiqlAXuj4HFerB7AcLX/7CSefHJCIi4ghWn5Lf5FCuqjnmX4s7zLEBT+82K472LYP9KyD5HGyba04AEdE5xj+KhZCKJXwRIiIiJVTnemhxN2z+EuaPgkeWg4+fu6MSEQcoUYecSUlJAFx33XUOCcYdLBaLXVPXrl0L3daPP/7IwIEDqVGjBgEBAdSoUYOBAwfy448/Ov+FiIiIlDblqtq3XGikc+Mo5ZSLiIh4MYsFKjeE9o/AXV/BswfggZ+h2wsQ3RmsfnD+IGycDrOGw1t14eMusPhF2LME0pLc/QrEQygfEZEi6/kaBFWAU1thzYfujkZEHKRELYyqV6/Ovn37SEtLc1Q8ZVJWVhYPP/wwkydPzvX40aNHOXr0KHPmzOHBBx9k4sSJdo3tJCIi4hGiO5ljFCUcJ+9xjC6NYRTdydWReRzlIiIiHsLH1+zWp2Y7iH0GUi/AoTVm66O9S80f5U78aU6r/wM+/lCzPdS71H1dtZYa/0jcRvmIiJcJqQg3/RvmjIBl46DpLVC+trujEpESKlGFUf/+/ZkwYQKrVq2iY8eOjorJLUaMGMHIkSPzfT4kJP/B7l544QVbQtSqVSueeeYZ6tWrx969e3nzzTfZtGkTn376KZUrV2bs2LEOj11ERKRUsvpArzfgmyGAhdyVRhbzT69x+mHrEuUiIiJylYBQaNDDnAAST8L+Xy+Pf5RwFA6sMKclr0Jg+KXxj7qaYyBVqGu2YhKxk/IRESmSFnfBH1+a5dCCp+De71TuiJRxJaow+sc//sFnn33GO++8w7333kvVqnZ2PVMKValShWbNmhV5vV27dvH2228D0KZNG3799VeCgoIAaNu2LQMGDCA2NpYNGzbw1ltvcf/991O/fn2Hxi4iIlJqxQyA22fAomch4djlx8OizMqimAHui62UUS4iIiKFKhcJ1ww2J8OAM3tzj3+UEg/b55sTQHhNqBtrVh7ViYXQyvlvOysTDq42xxYMjTRbAOumDq+jfEREisRigX7j4aOOsHcJ/PUdNL/N3VGJSAmUqMIoKiqKuXPncsstt9CpUyc++OAD+vTp46jYyoTx48eTkZEBwPvvv29LiLIFBwfz/vvv07FjRzIyMnjvvff48MOy0a+nr9WXOxrdYZt3OqsvtH3w8ryIiB18rBbu6xBtm5dSKGYANO6rH6GcxJNzEfEwyvU8hsuvEyRvFgtUqm9O7R6CzAw4/selCqTlcHgtxB+GTZ+bE0Bk88sVSNEdwf9Sa5Ft8/K5ueMNt93coRyvbFE+ImWe8pTiq1QfuvwDlo2FRaOh/o0QVN7dUYkdVNZKXiyGYeQ1qIBdbrjhBgCOHTvGrl27sFgsRERE0KBBA4KDgwvescXCkiVLirtrh7FcaiY5ZswYXn755SKtaxgGNWrU4NixYzRu3Jjt27fnu2zjxo3ZuXMn1atX5/Dhw7b92iMhIYHw8HDi4+MJCwsrUowiIiKeylPKR+UiIiLiFGkXL49/tG8ZnNiS+3mrnzn+Ubmq8NesPDZwqZy4fYZaBOfDk8pH5SMiUiIZqfDxdXB6F1w7HPqPd3dEIl7BGWVjiarMly1blqtwNwyDc+fOsW7dunzXsVgsGIZRpKSgtNq/fz/Hjpl3YMXGxha4bGxsLDt37uTo0aMcOHCAOnXquCJEERER8WDKRUREJF/+IVC/uzkBXDwN+5fD3ktd2MUfhoMrC9iAAVhg0XNmS2G1DJZ8KB8REXwDzK7ppvWB36dCizuhVgd3RyUixVCiCqPrr7/eIyp+AL799lu++eYbDhw4gI+PD1WrVqVTp04MGzaMbt265bnOtm3bbPONGzcucPs5n9++fXuZSIoMw+Bc6jkAygeUd/57bRiQdMacD66oQfJExC6GYXD2YhoAFUL8PaZcEu+jXEQ8nnI9j+Hy6wRxjJBK0GyQORkGnN0H6z+F3/5bwEoGJByFA6ug7vUuCxWU47mL8hHxWspTSq52Z2h1H2z6DOaPgkd+BV9/d0clBVBZK3kpcQsjT5EzwQHYs2cPe/bsYcaMGdxyyy1MmzaN8PDwXMscOXLENl+jRo0Ct1+zZk3b/OHDhx0QsfMlZyQT+7V5d9Dau9cS7FdwN4Mllp4Eb9Uz558/drk/bRGRAiSnZ3Lta78AsO3Vmwj2V3/TUjYpFxGPp1zPY7j8OkEcz2KBivWg+rX2Lf/1PdB0IDTqY46B5BdU+DolpBzPPZSPiNdSnuIYPV6FnT9C3HZY8z50edrdEUkBVNZKXrz+UxAcHMyAAQO48cYbady4MaGhocTFxbF8+XI+/vhjzpw5w5w5c7j55pv5+eef8fPzs62bmJhomw8NDS1wPyEhlwuaCxcuFLhsamoqqamptv8TEhKK+rJERESkjFAuIiIibhMaad9yqQmwcbo5+QZBvW7QqDc07AWhVZwbo7iE8hERcYjgCnDTWPj+YVj+pnmzQYW67o5KRIrA6yuMjh49SkRExFWP9+jRg8cee4zevXuzadMmli9fzkcffcTjjz9uWyYlJcU27+9fcBPLgIAA23xycnKBy77++uu88sordr4CERERKcuUi4iIiNtEd4KwKEg4jjlm0ZUsEFYN+k2A3Yth1yJz7KOdP5gTFqjRxqw8atQHKjdWN05llPIREXGYa26HzV+a4+UteAru+15lg0gZYnV3AO6WV0KULTIyklmzZtnunHn//fdzPR8YGGibT0tLK3A/Oe+KCQoquPn+6NGjiY+Pt01qpi0iIuK5lIuIiIjbWH2g1xuX/rnyx7xL//d6Axr2hL5vw6gt8LeV0O0FiGoFGHBkPSx5Ff7bASa0gB+fg33LITPdhS9ESkr5iIg4jMUCfd8FnwDYtxS2fOvuiESkCOxqYXTo0CHbfK1atfJ8vDhybqu0qlu3Lj169OCHH35gz549HDt2jKioKADKlStnW66wptQXL160zRfWRDsgICDXXTciIiLivZSLiIiIU8UMgNtnwKJnIeHY5cfDoqDXOPP5bBYLVG1uTrHPmMvvWgQ7F5l3kp8/CGs/MqeAcGjQw2x9VL87BEW4+pWJAykfEZEiqVgPYv8J/3sNFo02y4HgCu6OSkTsYFeFUZ06dQCwWCxkZGRc9XhxXLmt0iwmJoYffvgBMJtpZydFOQdzzDnIY15y3gmTc5BHERERkcIoFxEREaeKGQCN+8LB1XDhpDm2UXQnswVSQcKioM395pR2EfYuNQc737UIkk7DX7PMyeprbq9RH7MCqXxtl7wscSzlIyJSJJ2egC2zIG4H/DIGBrxf+Doi4nZ2VRgZRl59Gef/uKex5NPPZkxMjG1+x44dBW4j5/NNmjRxTGAiIiLiFZSLiIiI01l9oE6X4q/vHwJN+plTViYc2QC7fjQrkOJ2wP5fzWnRc1Al5vK4R1Gtwer1veWXCcpHRKRIfP2h33iY2gs2zoAWd5k3D4hIqWZXhdHUqVOL9Lin2bZtm20++w4aMFtYRUVFcezYMZYvX17gNn799VcAqlevTu3atZ0Sp6P5Wn0ZUG+Abd7prL7Q4u7L8yIidvCxWhjUuoZtXsQTeWsuIh5GuZ7HcPl1gpQ9Vh+o1d6cur8MZ/Ze6rruR7MV06lt5rTiHQipAg1vMiuP6nYF/2BAOV5ppHxEPJryFOeI7gjXDoPfp8H8J8xx8HzV1WRpobJW8mIxvKWZUDHt37+fxo0bk5aWRr169dizZ0+u50eOHMlHH30EwJo1a+jQocNV2/jtt9/o2LGjbfkPP/ywSDEkJCQQHh5OfHw8YWFhxXwlIiIinsVbykflIiIi4lGSz8HuX2DnD7DnF0hNuPycbyDU7Wa2PmrYC8pFui9OO3hT+ah8RESKLfkcfNAWLsZBtxfMMfBExCGcUTZ6dbvv+fPnFziO0smTJxk0aBBpaWmAmdBcadSoUfj4mP06P/bYYyQnJ+d6Pjk5mcceewwAX19fRo0a5aDoRUREpKxTLiIiIl4nqDxcMxgGT4V/7oX75kC7RyC8FmSkmN3YzX8c3mkIn9wAv74FJ7eC7nV1GuUjIuJUQeWh1zhz/te34fSegpcXEbfy6hZGtWvXJj09nUGDBtGxY0dq165NUFAQp0+fZtmyZUycOJHTp08DcN111/HLL78QEHB1s8nRo0czbpz5xdeqVSueffZZ6tWrx969e3njjTfYtGmTbbmxY8cWOU533UVjGAbJGWaSF+QblG9/xQ7cIaQnmfN+weDs/YmIRzAMg+T0TACC/Hyc/10lpYYn3GWqXES8inI9j+Hy6wTxDoZhdlO38wez67qjv+d+PqKW2W1do95Qq5M5NoabeUr5qHxEBOUpzmYY8Pkg2LsE6lwPQ+bpGJcC+j2l7HNG2ej1FUYHDx4sdLlBgwbx6aefEhERkefzWVlZPPTQQ0yZMiXfbTzwwANMmjQJazEG83RXUpSUnkT7L9sDsPbutQT7BTt3h2kXYeylfpCfP2YOmioiUoiktAxiXvoJgG2v3kSwv/qb9hae8KOBchHxKsr1PIbLrxPEKyWdPcKr77zHjdaNdA/YhiUj5fKTAWFQv7tZgdSgu3n3emGyMs3xky6chNBIc+B1q0+JYvSU8lH5iAjKU1zh7H74bwezNektH0PLu9wdkdfT7yllnzPKRod9CgzD4I8//mDz5s2cPn2a5ORkCquLeumllxy1+2KZPn06y5cvZ82aNezbt4/Tp0+TkJBAaGgoNWvWpFOnTgwdOtTWx25+rFYrkydPZtCgQUyaNIn169dz+vRpKlWqRNu2bXnkkUfo3bu3i16ViIiIlBXKRURERPIRWpWZmTcwM/MGtj3XheDDK83WR7sWmeNgbJ1tThYfs/KnUR9o1Asq1L16W9vmwaJnIeHY5cfCoqDXGxAzwHWvqZRSPiIiLlGhDsQ+C0tegZ+ehwY9IaSiu6MSkSs4pMJo+vTpvPLKK3bdkZKTuyuMYmNjiY2Nddj2+vTpQ58+fRy2PREREfFsykVERETs4BcMjfuYU1aW2V3drh/NrutObYMDK8zpp9FQubHZbV2jPlD9WtixEL4ZAlxxQ2vCcfPx22d4faWR8hERcZlOj8GWb83v7p9fgls+dHdEInKFElcYvfDCC4wbN67Q1kQAFovFruVERERERERERK5itULNtuZ040tmF0e7Fpmtjw6uhrgd5rTyPQiudGlMkrx+hzAACyx6Dhr3LXH3dCIiYgcfP+g/ASb3hD8+hxZ3Qp0u7o5KRHIoeqexOaxdu5bXX38dgB49evDHH3+wceNGwKwcyszMJC4ujh9//JEBAwZgGAbXXXcdx48fJysrq+TRi4iIiIiIiIj3qlAHOoyAofPhn3th0GRodhsEhEPS6cuD2OfJgISjZkWTiIi4Rs120OZ+c37BKMhIdWs4IpJbiSqMPvroIwCio6NZuHAh11xzDX5+frbnLRYLFStW5KabbmLOnDl8+OGHrFy5kl69epGWllayyEVEREREREREsgVFQPPb4LbJ8Mxe6PK0fetdOOnUsERE5Ao3vgShkXBmD6x4193RiEgOJaowWr16NRaLhccffxxf38J7txsxYgSDBg3izz//5L///W9Jdi0iIiIiIiIikjcfP6jbzb5lQyOdG4uIiOQWFAG9xpnzK9+FuF1uDUdELivRGEbHjx8HoGnTprbHrNbLdVDp6em5WhwB3HfffXz33Xd8/fXXjBo1qiS7FyfzsfrQI7qHbd7pLD4Qc/PleRERO1gtFvo0r2qbFxGRUkq5nsdw+XWCeCWH5HjRnSAsChKOk/c4Rhbz+ehOxY5TRDyE8hTXazoQNn8FuxfDgidh2ALQNb1L6fcUyYvFMIy8sia7BAYGkp6ezsaNG2nRogUAhw8fJjo6GovFwuHDh4mKisq1zsaNG2nTpg0VK1YkLi6uZNF7iYSEBMLDw4mPjycsLMzd4YiIiJQKKh9dR8daRETKrG3z4Jshl/7J+fPHpR/Gbp8BMQOKtWmVj66l4y3igc4dhA/bQ0Yy3PwhtLrX3RGJlCnOKBtL1CVd5cqVbYFli4yMxMfHrInfvn37Vetkt0pKTEwsya5FRERERERERAoWM8CsFAqrlvvxsKgSVRaJiIgDlI+GbqPN+cX/BxdPuzceESlZhVF2V3Q7duywPebv7297/Ouvv75qnc8++wzgqpZHIiIiIiIiIiIOFzMARv0FQxfAoMnm31FbVFkkIlIadBgJkc0h+ZxZaSQiblWiCqMuXbpgGAZLly7N9fgdd9yBYRhMmTKFMWPGsHXrVtatW8fIkSP55ptvsFgs9O7du0SBi/MlpSfRfHpzmk9vTlJ6kvN3mHYRXg43p7SLzt+fiHiEpLQMaj+3kNrPLSQpLcPd4YiISH6U63kMl18niFdyeI5n9YE6XaD5beZfjb8lIjkpT3EfHz/oPwGwmGMa7Vvm7oi8hn5PkbyUqMLolltuAWDBggW5uqV74oknqF27NllZWbz22mtcc801dOzYkYkTJwJQvnx5Ro8eXZJdi4iIiIiIiIiIiEhZV+NaaPeQOb/gSUhPcW88Il6sxF3SLV26lO+//56MjMu1kMHBwSxdupTOnTtjGEauqVmzZixZsoQaNWqUOHgRERERERERERERKeNu+D8oVw3O7oMVb7s7GhGv5VvSDcTGxub5eHR0NCtWrGDnzp1s3bqVjIwMGjRoQKtWrUq6SxERERERERERERHxFIHh0PsN+GYIrBwPzW6DKo3dHZWI1ylxhVFhGjVqRKNGjZy9GxEREREREREREREpq5oMgIa9YdePsGAUDPsBrCXqIEtEiqhEZ9yMGTOYMWNGrvGLCnPhwgXbeiIiIiIiIiIiIiIiWCzQ5y3wC4FDa2DTZ+6OSMTrlKjCaNiwYQwfPpwjR47Yvc7JkycZNmwY999/f0l2LSIiIiIiIiIiIiKeJKIm3PCCOf/zi3DhlHvjEfEyTu+SLj+GYbhr12InH6sPXap3sc07ncUHGvS8PC8iYgerxUK3RpVt8yIiUkop1/MYLr9OEK+kHE9EXEp5SunS7hHYPBNO/Ak/PQ+DPnV3RB5JZa3kxWKUoObGarVisVjYsmULMTExdq2za9cuGjdujJ+fH6mpqcXdtVdJSEggPDyc+Ph4wsLC3B2OiIhIqaDy0XV0rEVERK6m8tG1dLxFvMzRjfDpjWBkwd3fgl8QXDgJoZEQ3Ql004qIU8pGl7cw2rlzJwAVKlRw9a5FREREREREREREpLSr3tpsabT2I/jqTjAyLz8XFgW93oCYAe6LT8RDFanC6Ndff83z8fXr13P69OkC101NTWXv3r28/fbbWCwWWrZsWZRdi4iIiIiIiIiIiIi3qN7K/Juzsggg4Th8MwRun6FKIxEHK1KFUdeuXbFc0Z+hYRjcf//9dm/DMAwsFguPPPJIUXYtbpCUnkTXb7oCsOz2ZQT7BTt3h2kX4a365vw/94B/iHP3JyIeISktg2v/9QsAv7/YnWB/tw3PJyIiBVGu5zFcfp0gXkk5noi4lPKU0icrE355OZ8nDcACi56Dxn3VPV0xqayVvBT5U5DXkEdFGQapRo0aPP/889xyyy1F3bW4QXJGsmt3mJ7k2v2JiEdITs8sfCEREXE/5Xoew+XXCeKVlOOJiEspTyldDq6GhGMFLGBAwlFzuTpdXBaWp1FZK1cqUoXR0qVLbfOGYXDDDTdgsViYPHkyderUyXc9i8VCYGAg1apVo2bNmsWPVkREREREREREREQ824WTjl1OROxSpAqj2NjYPB9v164dMTExDglIRERERERERERERLxYaKR9y53da3Zfp27pRBzCWpKV9+/fz759+2jUqJGj4hERERERERERERERbxbdCcKiAEvByy0dCx+2g9+nQXqKKyIT8WglqjCaPn06M2bM4Ny5c3avc+7cOV599VVeffXVkuxaRERERERERERERDyR1Qd6vXHpnysrjSzm1GQABIbDmT0w/wkY3xxWvAPJ9v9WLSK5lajC6OWXX+bll1/m1KlTdq9z9uxZXn75ZV555ZWS7FpEREREREREREREPFXMALh9BoRVy/14WJT5+B2fwZPb4KbXIawGXDwFS16F95rBTy9A/BH3xC1ShhVpDCPxLlaLlTaRbWzzTmexQvR1l+dFROxgtVhoX6eCbV5EREop5Xoew+XXCeKVlOOJiEspTym9YgZA475wcDVcOGmObRTd6fKYRQGh0HEktHsI/poNqybAqa2w5gNY+zE0HwydHofIGPe+jlJIZa3kxWIYhlHcla1WKxaLhS1bthATY99Jt2PHDmJiYvD39yclRf1K2iMhIYHw8HDi4+MJCwtzdzgiIiKlgspH19GxFhERuZrKR9fS8RYRuxgG7FkCq8bDgRWXH2/QEzo/AdGdQZUj4iGcUTa6vMr8jz/+AKBy5cqu3rWIiIiIiIiIiIiIeCqLBRp0h2EL4KH/QcwtZqux3YthWl/49EbYNheyMt0dqUipVKQu6WbMmJHn43PnzmXDhg0FrpuamsrevXuZMmUKFouFtm3bFmXXIiIiIiIiIiIiIiL2qX4t3D4dzuyFNR/CH1/A0d/hmyFQoS50egxa3AV+Qe6OVKTUKFKXdNld0GXLXtVShGZ8hmFgtVpZsmQJsbGxRQjVe7mr2XVSehK9vusFwKJBiwj2C3buDtMuwvjm5vyoLeAf4tz9iYhHSErL4Lo3lgKw8tluBPtreD5voW5JXEfHWhxCuZ7HcPl1gnilspDjqXx0LR1vcSrlKd7hQhysm2ROKefNx0IqQ/tHoM0DEFzBreG5Wlkoa6VgpaJLOsMwbFNejxU0+fn50blzZ+bNm6fKojLiXOo5zqWec90Ok86Yk4hIEZy9mMbZi2nuDkNERAqjXM9juPw6QbyScjwRcSnlKZ4vtDLc8AI8uRV6vQHhNeFiHPzvNXivGSwaDecPuztKl1JZK1cqUrXh/v37bfOGYVC3bl0sFgs//fQTDRo0yHc9i8VCYGAgFStWxMfHp/jRioiIiIiIiIiIiIgUV0AodPgbtH0Ats6BVRPg5Bb47b9m66Nmt0HnxyGyqbsjFXG5IlUYRUdH5/l4VFRUvs+JiIiIiIiIiIiIiJQqPn5wzWBofhvs/Z9ZcbR/Ofw505zq9zArjmp3gSIMySJSlhW5S7qcsrKyyMzMJCYmpkjrZWRkMHfu3JLsWkRERERERERERESkZCwWqH8jDJ0HDy+DpreCxQp7fobp/eGTG8yWSFmZ7o5UxOlKVGFUVOvXr+exxx4jKiqKQYMGuXLXIiIiIiIiIiIiIiL5i2oFg6fCYxuh7YPgGwjHNsK3Q+H9a2H9ZEhPdneUIk5TpC7piuPIkSN89tlnfPbZZ+zcuRMwxz+yqBmfiIiIiIiIiIiIiJQ2FepA33eg62hzXKN1k+Dcflj4FCwdC+0vjYEUXMHdkYo4lFMqjC5evMisWbOYMWMGy5cvxzAMDMOwPR8TE6MWRmWA1WKlacWmtnmns1jNWvzseRERO1gtFq6pEW6bFxGRUkq5nsdw+XWCeCXleCLiUspTJD8hlaDb89D5Cdj0Oaz+AOIPwdLXYOV70HoIdBwJEbXcHWmRqayVvFiMnDU5JWAYBj///DOfffYZc+bMISkpyfY4QIsWLbjtttsYNGgQjRs3dsQuvUZCQgLh4eHEx8cTFhbm7nBERERKBZWPrqNjLSIicjWVj66l4y0ipUJmBmybA6vGw4kt5mMWH2g2CDo/DlWbuzM68TLOKBtL3MJo69atTJ8+nS+//JLjx48D5GpNZLFYmDhxIg8++GBJdyUiIiIiIiIiIiIi4h4+vtD8NrOCaN9SWDUB9i2DLd+YU70bzdZIda4HtdqRMqhYFUZxcXF88cUXzJgxg82bNwOXK4kqV67MHXfcwX333Uf79u0BdOeHiIiIiIiIiIiIiHgGiwXq3WBOx/6A1f+Brd/D3iXmVK2lWXHUZIBZySRSRtj9aU1LS2POnDnMmDGDxYsXk5mZaaskCgoKYsCAAdx3333cdNNN+Pj4OC1gcZ3kjGRumXMLAHNumUOQb5Bzd5iWBB+alYz8fS34Bzt3fyLiEZLTMun+7nIAfnkqliB/lUEiIqWScj2P4fLrBPFKyvFExKWUp0hJRLWE26bAjS/Bmg9h42dw/A+YNRzK14aOj0LLe0rd50plreTF7gqjyMhIEhISALM1kdVq5YYbbuDee+9l0KBBhIaGOi1IcQ/DMDh28Zht3gV7NAeNy54XEbGDgcHR88m2eRERKa2U63kK118niDdSjicirqU8RRygfG3o8xbEPgfrP4G1E+HcAfjhH7DsdWj3CLR7CIIruDtSQGWt5M3uCqP4+HgAypUrxwsvvMC9995LVFSU0wITERERERERERERESlTQipC1+eg0+Pwxxew+n04fxCWjYVV46HVfdDx71A+2t2RilzFWpSFLRYLFy5cYPz48bz99tts3LjRWXGJiIiIiIiIiIiIiJRN/sFmi6LHNppd1lW9BtKTYN1E+E8rmPUAHN+ce52sTNi/ArbMMv9mZbondvFadlcYjRkzhjp16mAYBidOnGDChAm0bduWmJgYxo4dy8GDB50Zp4iIiIiIiIiIiIhI2eLjC80GwSO/wpC5UO8GMDLhr1kw8XqYcQvsWwbb5sL4ZjC9H3z3gPl3fDPYNs/dr0C8SJEqjPbs2cOKFSt48MEHCQ8PxzAMduzYwYsvvkjdunXp0qULEydO5Ny5c86MWURERERERERERESk7LBYoG5XuO97s/Ko+WCw+MC+pTDjZvhmCCQcy71OwnHzcVUaiYsUqUs6gM6dOzNp0iSOHz/O119/Td++ffHx8cEwDFavXs3IkSOpVq0aAwcOdEa8IiIiIiIiIiIiIiJlV7UWMOhTeHwTtHsYsOSzoGH+WfScuqcTl/At7ooBAQEMHjyYwYMHExcXxxdffMFnn33Gpk2bSEtLY968eVgs5gf9008/xd/fn169ehEYGOiw4MW5LBYL9cLr2eZdsEeo3PjyvIiIHSxYaFAl1DYvIiKllXI9T+H66wTxRsrxRMS1lKeIm5SPhiYDYN2kAhYyIOEoLH8DWt0H4TXM1kolpLJW8mIxDMNw5Aa3bt3KtGnT+Oqrrzh2zGxCl30RERwcTO/evbntttvo27cvISEhjty1x0pISCA8PJz4+HjCwsLcHY6IiEipoPLRdXSsRURErqby0bV0vEXEY22ZZY5ZZK+QKlCjDVRvDdXbQFQrCIpwWnhSejmjbHR4hVG2rKwsfvnlF6ZPn87cuXNJSkoyd3ip8igwMJCLFy86Y9ceR0mRiIjI1VQ+uo6OtYiIyNVUPrqWjreIeKz9K2B6v8KXq1APzh+ErIyrn6vUEKpfe3mKbAa+/o6PVUoVZ5SNxe6SrjBWq5WePXvSs2dPLly4wKxZs5gxYwbLly/HMAxSUlKctWsRERERERERERERkdIvuhOERUHCcWxjFuViMZ9/dD1kpsHxP+Ho73B0g/n33AE4vcucNn9lruITANWuuVSBdKk1UoW6DunKTjyb0yqMcgoNDWXYsGEMGzaMw4cPM2PGDD7//HNX7FpKIDkjmbsW3AXAV/2+Isg3yLk7TEuCT7qZ8w8tBf9g5+5PRDxCclomAz5YCcC8R68jyN/HzRGJiEielOt5DJdfJ4hXUo4nIi6lPEXcyeoDvd6Ab4ZgjqGVs9LoUgVPr3HmctYgqNXenLJdPA1HN+auREo+B0fWm1O2oPI5KpCuJblKSwZM2Q6orJXLXFJhlFPNmjV54YUXeOGFF1y9aykiwzDYG7/XNu+CPULcjsvzIiJ2MDDYfeqCbV5EREor5XqewvXXCeKNlOOJiGspTxE3ixkAt8+ARc9CwrHLj4dFmZVFMQPyXzekEjTsaU4AhgFn912qRLpUgXT8T7MSac8v5gQEAZ9mVeEPoz4+6/pCdDuo2hz8dDOQN3N5hZGIiIiIiIiIiIiIiOQQMwAa94WDq+HCSQiNNLursxax5Y/FAhXrmdM1g83HMtLg5F+XWiH9Dkc2wJndRFtPEc0p+GW1uZzV1xz/qPq1UMNsiUTFBmC1Ova1SqmlCiMREREREREREREREXez+kCdLo7frq+/OY5R9dbAQwAkJZzh4XGf0MKylydjEvA99jtcjIPjf5jThsnmugFhENUqdyVSuaqOj1FKBVUYiYiIiIiIiIiIiIh4k8BwVmY1ZyXN+fvgm/D184H4w5dbIB3daFYcpSbA/uXmlC2shln5lF2BVK0lBIQWbf9ZmSVvTSUOpwojERERERERERERERFvZrFARC1zajrQfCwzA+K2X6pAutSd3antkHDEnLbPu7SuFSo3gRrXmhVI1dtA5cbgk0/1w7Z5+YzX9EbB4zWJ06nCSEREREREREREREREcvPxharNzanNcPOx1EQ49selCqRLLZESjsKprea0cYa5nF+w2fIoZyVSeA3YPh++GQIYufeVcNx8/PYZqjRyI1UYSb4sFgtRIVG2eRfsEcJrXZ4XEbGDBQvVI4Js8yIiUlop1/MUrr9OEG+kHE9EXEt5inifYpe1AeXMcZZyjrWUcDxHBdLvcHQTpCXCodXmlC24svn4lZVFcOkxCyx6Dhr3Vfd0bmIxDCOvd0dKkYSEBMLDw4mPjycsLMzd4YiIiJQKKh9dR8daRETkaiofXUvHW0SkDMnKhNO7L1cgHdkAJ7eCkWnf+kPnQ53rnRujB3BG2agWRiIiIiIiIiIiIiIi4hhWH6jS2Jxa3Ws+lp4MKyfA8tcLX//zwRDVAqrEQGRTc6oSA0ERTg1bVGEkIiIiIiIiIiIiIiLO5BcEtTvDcjuWzUyBw2vNKaewGhB5qRKpSlNzvmID8PV3SsjeyCEVRhcvXmTLli2cOXOGhIQEwsLCqFixIs2aNSM0NNQRuxA3SMlIYdiiYQBM6zWNQN9A5+4wPRmm9jbnh/9ofomIiBQiJT2T2yeuAeCbRzoS6Kc+bkVESiXleh7D5dcJ4pWU44mISylPES/klrI2uhOERZljHuU5jpHFfP6ur+H0Tjj5F5zcZnZnl3Dk8rR78eVVrH5QqeGllkgxlyqSmprb0XibRVbsCqPk5GSmTJnC1KlT+fPPP8nMvLr/QR8fH1q0aMHw4cMZPnw4QUH6si1Lsowstp7Zapt3OiMLjm26PC8iYocsw+DPI/G2eRERKaWU63kMl18niFdSjiciLqU8RbyQW8paqw/0egO+GQJYyF1pdKlyp9c4qNbcnJrfdvnp5PNwartZiXTqUiXSyW2QlgintprTlhybCwyHyGZXdGvXBALKOf1llmXFqjBatGgRw4cP59SpUwAY+XygMjIy2LhxIxs3buS1115j6tSp3HTTTcWPVkREREREREREREREyqaYAXD7DFj0LCQcu/x4WJRZWRQzIO/1giIguqM5ZTMMiD98qfLo0nRqG5zeDSnxcHCVOeUUEZ17XKTIplChHvho9B4oRoXR+++/z5NPPolhGLaKooYNG9K6dWsiIyMJDQ3lwoULnDx5ko0bN7Jr1y4ATpw4QZ8+fZgwYQKPPvqoY1+FiIiIiIiIiIiIiIiUfjEDoHFfOLgaLpyE0EizuzprEbvFs1ggopY5Nep9+fGMVIjbeakl0qVu7U5tg8TjcP6gOe384fLyPgFQuZHZIiky5lJFUjMIreJ13doVqcJo7ty5jBo1CsMwsFqtPPLIIzzxxBM0atQo33V27drFhAkTmDRpEpmZmYwaNYpatWoxYEA+NYUiIiIiIiIiIiIiIuK5rD5Qp4tztu0bANWuMaecks7maIm09XJFUnoSnPjTnHIKrnipJdKl8ZEim0LlJuAfXPSYsjJLXkHmAnZXGKWkpPD4449jGAYRERHMnTuXLl0Kf0MbNmzIhx9+yN13303//v05f/48jz/+ODfddBMBAQElCl5ERERERERERERERKRQwRXMSqqcFVVZWXD+gFl5ZKtI2gpn90HSGdj/qznZWKBC3UstkZpe7t6ufO38K4C2zcunC7438u+Cz03srjD66quvOHz4MBaLhdmzZ9tVWZRT586dmT17NjfeeCOHDx/myy+/ZPjw4UUOWEREREREREREREREpMSsVrMCqEJdaNLv8uPpyRC341KLpEtd253aBhfj4Oxec9o+//LyfsFQufGllkjNLndrd3AVfDMEMHLvN+G4+fjtM0pVpZHdFUYLFiwA4JZbbqFr167F2lnXrl255ZZb+P7771mwYIEqjMqA8gHlXbvD4Iqu3Z+IeIQKIf7uDkFEROyhXM9juPw6QbyScjwRcSnlKeKFVNYWwC8IolqZU04XTl1qibTtcvd2cTvMbu2ObTSnnCxWrqosgkuPWWDRc+Z4TqWkezqLYRh5RXuV+vXrs3//fj7//HPuuuuuYu/wq6++4p577qFOnTrs3bu32NvxJgkJCYSHhxMfH09YWJi7wxERESkVVD66jo61iIjI1VQ+upaOt4iIlFpZmWYXdrbxkS5VJp3bb9/6QxcUazwnZ5SNdrcwOnnyJAD16tUr0Q6z1z916lSJtiMiIiIiIiIiIiIiIuJWVh+o1MCcmt5y+fGNn8O8vxe+/oWTTgutqKxFXcHOBklOW19ERERERERERERERKRUKx9t33Khkc6NowjsrjCKjDSDLmk3ctnrV6lSpUTbEedLyUhh+KLhDF80nJSMFOfvMD0ZpvY1p/Rk5+9PRDxCSnomd0xcwx0T15CSnunucEREJD/K9TyGy68TxCspxxMRl1KeIl5IZa0LRHeCsCjAks8CFgirbi5XStjdJV3Lli3Zt28fs2bN4u677y72DmfNmmXbnpRuWUYWG05usM07nZEFB1denhcRsUOWYbB2/1nbvIiIlFLK9TyGy68TxCspxxMRl1KeIl5IZa0LWH2g1xvwzRDMSqOcx/lSJVKvceZypYTdLYz69esHwNy5c1m2bFmxdrZs2TLmzJmDxWKhf//+xdqGiIiIiIiIiIiIiIhIqRczAG6fAWHVcj8eFmU+HjPAPXHlw+4Ko7vuuotatWphGAa33norq1evLtKO1qxZw6233gpAjRo1uOuuu4oWqYiIiIiIiIiIiIiISFkSMwBG/QVDF8CgyebfUVtKXWURFKHCKCAggAkTJmCxWIiPjyc2NpbHHnuM3bt3F7jenj17ePzxx4mNjeX8+fNYrVYmTJhAQEBAiYMXEREREREREREREREp1aw+UKcLNL/N/FuKuqHLye4xjABuvvlm3nvvPUaNGkVWVhb//e9/+e9//0vDhg1p3bo1VatWJTQ0lAsXLnDixAk2bdrEzp07ATAu9YP41ltvccsttzj8hYiIiIiIiIiIiIiIiEjxFKnCCODxxx+nXr163H///cTFxQGwa9cudu3alefy2RVFlSpVYvLkyRq7SEREREREREREREREpJSxu0u6nPr27cu+fft47733aNWqFRaLBcMwrposFgstW7Zk/Pjx7Nu3T5VFZVCQbxBBvkGu26FfsDmJiBRBkJ8PQX6lsymviIjkoFzPY7j8OkG8knI8EXEp5SnihVTWypUsRnYToBJISEjgr7/+4vTp0yQmJlKuXDkqVapEs2bNCAsLc0ScXi0hIYHw8HDi4+N1PEVERC5R+eg6OtYiIiJXU/noWjreIiIiuTmjbCxWC6MrhYWF0alTJwYMGMA999zDgAED6NSpU55BfvXVV1SoUIGKFSs6Ytel0sGDB3n66adp3LgxISEhVKhQgbZt2/LWW2+RlJTk7vBERETEwykXEREREXdSLiIiIlI2OaSFUVFMnz6d4cOHY7FYyMzMdOWuXWL+/Pnce++9JCQk5Pl8w4YNWbhwIfXr17d7m7qLRkRE5GoqH/OmXERERMQ1VD7mzRm5COh4i4iIXKnUtjAS06ZNm7jjjjtISEggNDSUf//736xevZolS5bw0EMPAbBr1y769u1LYmKim6MtXGpmKiN/GcnIX0aSmpnq/B2mp8AXg80pPcX5+xMRj5CSnsnwqesYPnUdKemedyOCSFF4Wi4iHka5nsdw+XWCeCXleGWTchEps5SniBdSWSt58XV3AJ7kiSeeIDk5GV9fXxYvXkzHjh1tz91www00aNCAZ555hl27dvHOO+/w8ssvuy9YO2RmZbLi6ArbPM4e/8zIhN2LL8+LiNghyzBYujPONi/izTwtFxEPo1zPY7j8OkG8knK8skm5iJRZylPEC6mslbyohZGDrFu3jhUrzIumBx54IFdSlO3pp5+mSZMmAEyYMIH09HSXxigiIiKeS7mIiIiIuJNyERERkbJPFUYOMmfOHNv88OHD81zGarUyZMgQAM6fP8/SpUtdEZqIiIh4AeUiIiIi4k7KRURERMo+VRg5yMqVKwEICQnh2muvzXe52NhY2/yqVaucHpeIiIh4B+UiIiIi4k7KRURERMo+VRg5yPbt2wGoX78+vr75Dw3VuHHjq9YRERERKSnlIiIiIuJOykVERETKPlUYOUBKSgqnT58GoEaNGgUuW758eUJCQgA4fPiw02MTERERz6dcRERERNxJuYiIiIhnyP+WjyscOnTIITvMTiA8SWJiom0+NDS00OVDQkK4ePEiFy5cyPP51NRUUlNTbf/Hx8cDkJCQUMJIiyYpPYnM5EzbvjP8Mpy7w7SLkGpwaYfgn+nc/YmIR0hKyyArNQm49F3lb3fRJmVcdrloGIabI3E/T81FxMMo1/MYLr9OEK9UFnI85SKXOToXAeUj4mLKU8QLlYWyVgrmjFzE7k9B7dq1sVgsDtuxJ0lJSbHN+/v7F7p8QEAAAMnJyXk+//rrr/PKK69c9XjNmjWLGWHJVRtRzbU7HBfl2v2JiEeoNt7dEYg7JCYmEh4e7u4w3MobchHxMMr1PIbLrxPEK5X2HE+5iONzEVA+Im6kPEW8UGkva6VgjsxFilRtqLtm8hYYGGibT0tLK3T57DtkgoKC8nx+9OjRPPXUU7b/s7KyOHv2LBUrVlSlndgkJCRQs2ZNDh8+TFhYmLvDEQ+iz5Y4i6M/W4ZhkJiYSFSULuiUi3g3fW+XXXrvyia9b2WXchHncXQuAt6Xj+i7xT103N1Hx959dOzdpyzkInZXGA0dOtRhO/U05cqVs80X1Jw628WLF4H8m2kHBATY7rbJFhERUfwAxaOFhYXpy12cQp8tcRZHfra8/W7ebMpFBPS9XZbpvSub9L6VXcpFHM/RuQh4bz6i7xb30HF3Hx1799Gxd5/SnIvYXWE0depUh+7YkwQGBlKxYkXOnDnDkSNHClz23LlztsRIzahFRETEEZSLiIiIiDspFxEREfEMVncH4CliYmIA2LNnDxkZ+Q/6umPHDtt8kyZNnB6XiIiIeAflIiIiIuJOykVERETKPlUYOch1110HmM2qf//993yXW758uW2+c+fOTo9LPFdAQABjxoy5qom+SEnpsyXOos+WcykX8V46t8ouvXdlk963skvvnXMpFykZfT7dQ8fdfXTs3UfH3n3KwrG3GIZhOHMHZ86cwWKxUKFCBWfuxu3WrVtH+/btAXjkkUf4+OOPr1omKyuLZs2asX37diIiIjh16hR+fn6uDlVEREQ8kHIRERERcSflIiIiImWfU1oYnTx5kocffphKlSpRpUoVKleuTPny5Rk2bBiHDh1yxi7drl27dnTp0gWAyZMns2bNmquWeeedd9i+fTsATzzxhJIiERERcRjlIiIiIuJOykVERETKPrtbGB05coR27doB8OKLLzJixIg8l9u3bx/XX389x48f58pNWywWIiIiWLJkCS1btixZ5KXQpk2b6Ny5M8nJyYSGhvL888/TrVs3kpOTmTlzJpMmTQKgYcOGbNiwgXLlyrk5YhEREfEkykVERETEnZSLiIiIlG12Vxh9+umnPPzww/j7+3P06FEqVqyY53Lt2rVjw4YNtv9r1qxJVFQU27ZtIzExEYBGjRqxZcsWfH19HfASSpf58+dz7733kpCQkOfzDRs2ZOHChdSvX9/FkYmIiIg3UC4iIiIi7qRcREREpOyyu0u67KbE3bp1y7eyaMGCBWzYsME2ZtGiRYs4ePAga9as4cSJEwwfPhyAXbt28d133zkg/NKnf//+/Pnnnzz55JM0bNiQ4OBgIiIiaNOmDW+88QabNm1SUiQiIiJOo1xERERE3Em5iIiISNlld4XRli1bsFgs9OjRI99lvvjiC9v8O++8Q8+ePW3/BwUF8emnn9K8eXMA5s6dW5x4y4To6Gjeffdddu7cycWLFzl37hzr16/nmWeeITg42N3hSRl06tQpFixYwEsvvUTv3r2pVKkSFosFi8XCsGHD3B2elGEbNmzg1VdfpWfPntSoUYOAgABCQ0Np2LAhw4cPZ+XKle4OUcqghIQEZs6cydNPP01sbCz169cnPDwcf39/qlSpQteuXXnzzTc5c+aMu0P1WMpFSpeDBw/y9NNP07hxY0JCQqhQoQJt27blrbfeIikpqUTbTkpKYvbs2YwYMYK2bdtSvnx5/Pz8qFixIh07duTll1/mxIkThW6na9euttyisMlbOPN9mzZtmt3He9q0aYVuLykpiTfffJO2bdtSoUIFQkJCaNy4MU8//TQHDx4sUaxlkbPeuwMHDtj9vmVPtWvXznNbOucuc8e1zldffUXPnj2pWrUqgYGBREdHc++99+Y55k5+dN4VzBNzEWeWCzn9+OOPDBw40HZ9VqNGDQYOHMiPP/5Y6LrDhg2z+7vlwIEDDovZmZx53LOysti2bRvTpk1j5MiRtG3bloCAANsxWrZsWZG252nfC2Xh2HtqeVoWrh9ybk+fe/uUmWs3w06VK1c2rFar8csvv+S7TNWqVQ2LxWKUL1/eSEtLy3OZ8ePHGxaLxYiJibF31yJeD8h3Gjp0qLvDkzKqS5cuBX62sqchQ4YYqamp7g5XypCff/7Zrs9WpUqVjEWLFrk7XBGnmjdvnhEWFpbvedCwYUNj9+7dxdr25s2bjdDQ0ELPtbCwMGPmzJkFbis2Ntau87YIlw9lmjPfN8MwjKlTp9p9vKdOnVrgtnbv3m00aNCgwPd//vz5xY61rHHme7d//36737fsqWfPnnluS+fcZa681klKSjL69OmT7/6sVqvx8ssvF7odnXfex9nlgmEYRmZmpvHAAw8UeE48+OCDRmZmZr7bGDp0qN3fLfv37y9RvK7g7OM+bdq0Ao/R0qVL7d6Wp30vlJVj74nlaVm5fjAMfe6Loixdu9k9iFB237OVKlXK8/kDBw5w8uRJLBYL119/PX5+fnku16pVKwCOHTtm765FJIdatWrRuHFjFi9e7O5QpIzL/h6Oiopi8ODBdOnShVq1apGZmcmaNWt45513OHr0KDNmzCA9PZ0vv/zSzRFLWVKzZk26devGtddeS82aNalWrRpZWVkcOXKEWbNmMXv2bE6fPs2AAQNYt24dLVq0cHfIIg63adMm7rjjDtvA36NHj8418Pcnn3zCrl276Nu3b7EG/k5ISODChQsAdO7cmX79+tGmTRsqVqxIXFwcs2fP5pNPPiEhIYF77rmHsLAwevfuXeA227Rpw9SpU4v9mj2Bs9+3K/30009ERUXl+3yNGjXyfS4xMZG+ffuye/duAB566CHuvPNOgoKCWLp0Ka+//joJCQnccccdrFq1ipYtW5Yo1tLO2e9d9erV2bJlS6HLvf7667a8aejQoQUuq3MuN2df69x///388MMPgNnd/hNPPEFUVBRbtmxh7Nix7N27l5dffplq1arx8MMP57kNnXfex1XlwgsvvMDkyZMB87ezZ555hnr16rF3717efPNNNm3axKeffkrlypUZO3ZsgduKiorip59+KnCZ6tWrFytOV3HFcTdyDOvu5+dH8+bNSU9Pt+u7PidP+14oS8c+m6eUp2Xp+kGfew++drO3ZikwMNCwWq3GunXr8nz+66+/NiwWi2G1Wo1//etf+W5n8+bNhsViMfz8/IpauSXitV566SVj/vz5xokTJwzDyH13o1oYSXH17dvX+Prrr42MjIw8n4+LizMaNmxo+6wtX77cxRFKWZXfZyqn77//3vbZGjhwoAuiEnG97Jacvr6+xurVq696/s0337SdB2PGjCny9letWmXcfvvtxtatW/NdZs6cOYbFYjEAo169ekZWVlaey2XfpRYbG1vkODyNs983w8jdwqgkd3i/+OKLtu28+eabVz2/atUqw9fX12veW1e8d4XJyMgwoqKiDMAoV66ckZSUlOdyOucuc9W1zpIlS2zb7d+//1X5SlxcnFGrVi0DMCIiIoyzZ8/muR2dd97HFd8tO3futH1u2rRpc9V3x8WLF402bdrY4sjvDvfsFkbR0dHFiqM0ccVxX7t2rfGf//zHWLNmjZGcnGwYhmGMGTOmyK1cPO17oSwde08rT8vS9YM+90VTlq7d7K4wql69umG1Wo3PP/88z+efeOIJW4VRQd3LrFy50rBYLEa5cuWKHq2IGIahCiNxnfnz59s+a4899pi7wxEP06hRIwPMrulEPM3atWtt35+PPPJInstkZmYaTZo0sf04mV+XziU1aNAgWyy///57nst42sV2cbnqfXNEhVFaWpoRHh5uAEaTJk3y7aLokUcese0rv5v/PEFpOecWLVpki2P48OH5LqdzLn/Outbp3bu37Yegw4cP57nMV199VeCPXzrvvI+rvltGjBhh28+aNWvyXGbNmjW2ZUaOHJnnMp5SYeTO7/SiVlp42vdCWTr2huFZ5WlpyWUMo/DrB33uPfvazYqdsruK+e677656zjAM5s2bB4Cvry+dO3fOdzvZg11FRkbau2sREXGTbt262eb37t3rxkjEE2U34U5JSXFzJCKON2fOHNv88OHD81zGarUyZMgQAM6fP8/SpUudEou+y+1Xmt63wixdupT4+HjA7PbMas370m7YsGG2+e+//94VoblFaXnvZsyYYZsvrDs6cZ3ExESWLFkCQPfu3fPt6vHWW28lLCwMyPt80XnnfVzx3WIYBnPnzgWgcePGdOjQIc/lOnToQKNGjQCYO3duri69PE1p+U63h6d9L5SlY+9pStOxL+z6QZ97z752s7vCaMCAAbZC7LPPPsv13Ntvv82BAwewWCx0796d0NDQfLezZs0aAFshJyIipVdqaqpt3sfHx42RiKfZuXMnf/zxB2BeGIt4mpUrVwIQEhLCtddem+9ysbGxtvlVq1Y5JRZ9l9uvNL1vhcmOFXLHc6U2bdoQHBwMuC9WVygN711iYqLtB4fatWtz/fXXO3T7Unzr168nLS0NKPh88ff3t/1Yv379etLT03M9r/PO+7jiu2X//v228WUL+lzlfP7o0aMcOHCgSPspS0rDd7q9PO17oSwde09Tmo59YdcP+tx79rWb3RVG9913HzVr1gTM2sH27dtzzz330Lp1a5577jnbck899VS+2zAMgzlz5mCxWPK9Y0JEREqP5cuX2+abNGnixkjEEyQlJbF7927effddYmNjycjIAGDUqFHuDUzECbZv3w5A/fr18fX1zXe5nBWm2es4WlG+y3fs2EH79u2JiIggMDCQGjVqcPPNNzNjxoyrfjj1RO5434YPH05UVBT+/v5UqlSJDh068H//938cPXq0wPW2bduWZzxX8vX1pX79+g6JtTQrDefcrFmzSEpKAszrZ4vFUug63n7OuYq950vO5zMyMmwDeRd1O95y3nkDV3y3FOfzWdh+zpw5Q2xsLBUrViQgIIBq1apx00038cEHH9i+p0qz0vCdbi9P+14oS8c+J08oT0vTsS/s+kGfe8++drO7wig4OJiZM2cSGhqKYRhs2LCBmTNnsnnzZlsz2Pvvv58bb7wx32388MMPtguf7t27FztoERFxvqysLMaNG2f7//bbb3djNFJWTZs2DYvFgsViISQkhIYNG/L0009z8uRJAJ577jnuvvtuN0cp4lgpKSmcPn0aIN9uj7KVL1+ekJAQAA4fPuzwWDZv3szChQsBaN68eaEXHSdPnmTdunXEx8eTmprK0aNHmTdvHkOHDqVly5al+kKvpNz1vi1btozjx4+Tnp7OmTNnWLt2Lf/+97+pX78+EydOzHe9I0eOAOadkBEREQXuI/vGv7i4uFx3LXqK0nLO5eyOLrvLksJ48znnStnnCxT+Gck+X+Dqz4jOO+/iqu8WR30+c7pw4QK//vorZ8+eJS0tjRMnTrB48WIee+wxGjZsyOrVq4sUoyuVlu90e3nS90JZO/Y5lfXytDQde3uuH/S59+xrt/yrzPLQsWNHNmzYwPPPP88PP/xAcnIyANHR0Tz22GM8+eSTBa7/r3/9C4CqVauqhZGISCn33nvvsW7dOsDsz72gZrkiRdWyZUsmTZpE27Zt3R2KiMMlJiba5gvqqjlbSEgIFy9e5MKFCw6NIzU1lQcffJDMzEwA/v3vf+e7rNVq5cYbb6RPnz60aNGCihUrkpiYyMaNG5k4cSLbt29n27ZtdOvWjXXr1lGrVi2HxloauPp9q1u3LrfeeisdO3a0XUjv27eP7777jlmzZpGSksLf/vY3LBYLDz/8cL7x2htrtgsXLhAQEFCsmEur0nDOHTp0yHZHaKdOnWx30+ZH55xrFeUzcuX5ktd2dN55B1d9tzjq8wnYevTp378/rVu3JjIykpSUFLZs2cLkyZNZt24dR48epWfPnqxYsYJWrVoVKVZXKA3f6UXhSd8LZe3Yg+eUp6Xl2Nt7/aDPvWdfuxWpwgigQYMGfPvtt2RlZREXF4e/vz/ly5e3a93sQSYLatolIiLut3z5clt3o1WqVOGjjz5yc0RSVt1yyy20adMGgOTkZPbu3cs333zD999/z1133cX48ePp16+fm6MUcayUlBTbvL+/f6HLZ180Zd+M5SiPPvooGzZsAMzBaPv375/vsrNnz87z7sAuXbowcuRIHnroIaZPn87JkycZNWoUs2fPdmispYEr37eBAwcydOjQq7osa9u2LXfccQcLFizg1ltvJT09nSeffJIBAwZQtWrVPOMtSqzFjbe0Kw3n3Oeff27recOe1kU651yrKJ+Rgs4XnXfexVXfLY76fIJ5019e3y0dO3bkoYce4v/+7/8YO3YsFy9e5MEHH2TDhg12dZ/pSqXhO70oPOl7oawde/Cc8rS0HHt7rx/0uffsaze7u6S7akWrlcjISLsri8CsgQsJCSl1NYkiInLZ1q1bGThwIBkZGQQGBvLtt99SpUoVd4clZVRERATNmjWjWbNmtG3bljvvvJPZs2czY8YM9u3bx80338y0adPcHaaIQwUGBtrmswdZL0h21wxBQUEOi+H111/n008/BcxKiA8//LDA5QvqSsLPz49PP/2URo0aAfD9998XOr5OWeTK9y08PLzAH+j69evHSy+9BJjjv02ePPmqZbLjLUqs4NjPWWlRGs65zz77DDB/RLjjjjsKXV7nnGsV5TNS0Pmi8867uOq7xVGfTyj4u8VisfDvf//bNpTExo0bS2XXdKXhO70oPOl7oawde/Cc8rQ0HPuiXD/oc+/Z127FrjASERHPs3//fnr27Mm5c+fw8fFh5syZXH/99e4OSzzQfffdx+DBg8nKyuLRRx/l7Nmz7g5JxGHKlStnm7enq4KLFy8C9nWBYI+JEyfy/PPPA+bArD/88EOuriCKw9fXlwceeMD2f87BWD2Fu9+3Kz388MO2SqW8jnd2vEWJFZwXrzu5+71bt24dO3bsAGDAgAGF9uVvD28451ypKJ+Rgs4XnXfexVXfLY76fNrrkUcesc2Xxu8Wd3+nF5UnfS+UtWNvj7JSnrr72Bf1+kGfe8++dlOFkYiIAHDs2DG6d+/OsWPHsFgsTJkyhZtvvtndYYkHy/58Xbx4kUWLFrk5GhHHCQwMpGLFikDugazzcu7cOdtFR86BrIvrq6++YuTIkYA5zujPP/9MpUqVSrxdgJiYGNt8ab07syTc+b7lpUqVKrZ48jre2YPyXrx4kfPnzxe4rexBeStXruyRvT24+72bMWOGbd6e7ujs5ennnCvlHMS6sM9IzkGsr/yM6LzzLq76bnHU59Nepf27xd3f6UXlSd8LZe3Y26u0f+ah7F0/6HPv2dduqjASERFOnz5Njx492LdvHwDvv/++Q3/wEMlL5cqVbfMHDx50YyQijpedoO/Zs4eMjIx8l8tulQDQpEmTEu1z3rx5DBkyhKysLKpVq8aSJUty/QhVUqVtjANncMf7VpCCjnnOi8Cc8VwpIyODvXv3As6N1d3c9d6lp6czc+ZMwKzk69WrV4m3mc0bzjlXsfd8yfm8r68vDRo0KNZ2vOW88wau+G4pzuezOPvJVha+W0pbeVwQT/teKEvH3l5l4TMPZev6QZ97z752U4WRiIiXi4+P56abbmLbtm0AjBs3jr///e9ujkq8Qc67XEpj03SRkrjuuusA866733//Pd/lcnYP0Llz52Lvb8mSJdx+++1kZGRQsWJFfv75Z+rVq1fs7eUlu5wAiIqKcui2SwtXv28FiYuL4/Tp00Dexzs71ivjudKGDRtsd0I6K9bSwF3v3cKFCzlz5gwAd999N76+viXeZjZvOOdcpW3btraBrAs6X9LS0vjtt99s6/j5+eV6Xued93HFd0udOnVs53hh3Qb9+uuvAFSvXp3atWsXaT/ZysJ3S2kqjwvjad8LZenY26ssfOahbF0/6HPv2dduqjASEfFiSUlJ9O3bl40bNwLwwgsv8Oyzz7o5KvEW3377rW2+efPmboxExPFuueUW2/zUqVPzXCYrK8vWlVVERATdunUr1r5Wr17NzTffTGpqKuHh4fz00080bdq0WNvKT0ZGBlOmTLH976nj27nyfSvMpEmTMAwDgNjY2Kue79q1K+Hh4QBMnz7dtuyVpk2bZpsfOHCg4wMtJdz13uXsjm7o0KEl3l42bznnXKVcuXLceOONAPzyyy/5djkze/ZsEhISgLzPF5133scV3y0Wi8XWVfOOHTtslZZX+u2332x3t998883Fvnt84sSJtvm8ypfSoDSVx4XxtO+FsnTs7VGWytOydP2gz72HX7sZIlLm7N+/3wAMwBg6dKi7w5EyKjU11ejZs6fts/TEE0+4OyTxEFOnTjWSk5MLXObdd9+1ffbq1KljZGRkuCg6Edfp0qWLARi+vr7G6tWrr3r+zTfftJ0HY8aMuer5pUuXFlreb9q0yYiIiDAAIyQkxFi5cmWR4/zf//5nnDt3Lt/n09LSjKFDh9pi6d+/f5H3UZY4+33bv3+/sXHjxgJjmD9/vuHv728ARlBQkHHkyJE8l3vxxRdt+3rzzTeven716tWGr6+vARixsbEF7tMTuOKcy+nMmTO296l58+Z2x6lzrmDFudaZOnVqge+tYRjGkiVLbMsMGDDgqtwjLi7OqFWrlgEYERERxtmzZ/Pcjs477+OK75adO3caPj4+BmC0adPGSEpKyvV8UlKS0aZNG1scu3btumoba9asMY4dO5bv68jKyjJeeOEFWywtWrQwsrKyCn7xbuTq7/RsY8aMsa23dOlSu9bxtO+FsnLsPbE8LSvXD4ahz/2VPOnazXHt5UXEaVauXMmePXts/2d3TwJm/5o5a+wBhg0b5qLIpCy76667WLx4MQA33HADDzzwAH/99Ve+y/v7+9OwYUNXhSdl2Msvv8zTTz/NoEGDuO6666hXrx6hoaEkJiayZcsWvvjiC1atWgWYn6tJkybh4+Pj5qhFHG/ChAl07tyZ5ORkevbsyfPPP0+3bt1ITk5m5syZTJo0CYCGDRvy9NNPF3n7e/fu5aabbrINNPvaa68RHh5e4Hd5lSpVqFKlSq7Hpk+fzoABAxgwYABdu3alUaNGhIWFceHCBX7//XcmTZpk69KgSpUqTJgwocixliXOft8OHDhAt27d6NixI/3796dFixa292Tfvn3MmjWLWbNm2e7UfPvtt6levXqe2/rnP//J119/za5du3jmmWfYs2cPd955J0FBQSxdupSxY8eSkZFBUFAQ48ePL94BKUOc/d5daebMmaSlpQFFa12kcy43V13r3HDDDdx5553MnDmTefPm0aNHD0aNGkVUVBRbtmzh3//+N4cOHQLgjTfeoHz58nluR+ed93HFd0vDhg355z//ybhx49iwYQOdO3fm2WefpV69euzdu5c33niDTZs2AeZn8MrxtQAWLVrEuHHj6NWrFz169CAmJoaIiAhSU1P5888/mTJlCmvXrgUgODiYTz75pFSP7eKq7/Qrv2P++OMP2/yiRYs4cOCA7f/69evn6oorm6d9L5SVY++J5WlZuX4Afe6LqkxduxW5iklEXC5nzbA9k4g9ivKZAozo6Gh3hyxlRHR0tF2fqRo1ahiLFy92d7giTjVv3jwjLCws3/OgYcOGxu7du/Nct7C71HLeUW/vlNfdcPbmGc2bNze2bt3q4CNUOjnzfcv5fEFTcHCwMXHixEJj3b17t9GgQYN8txMWFmbMnz+/pIekzHDme3el9u3bG4Dh4+NjHD9+3O4Ydc7l5ohrHXtaGBmG2UqjT58++W7barUWuH42nXfexxXfLZmZmcb9999f4Of/gQceMDIzM/NcP2frjIKmWrVqFbtFgau54rgX5funoO142vdCWTj2nlqeloXrh2z63F/mSdduamEkIiIiDvXTTz+xcOFCVq1axZ49ezh58iRnzpwhKCiIKlWq0LJlS/r168ftt99OcHCwu8MVcar+/fvz559/MmHCBBYuXMiRI0fw9/enfv36DB48mEcffdTt58Gzzz5Ly5YtWbNmDdu2bSMuLo6zZ88SEBBAZGQkbdq04bbbbmPgwIFe0xrQme/btddey+eff86aNWvYsGEDx48f5/Tp02RkZFC+fHmaNm3KjTfeyIMPPpjn3ZxXql+/Pps2beLDDz/k22+/Zc+ePaSlpVGzZk369OnDE088QXR0dLFiLYtcdc7t3r3bdqd+jx49qFq1qt3r6pxzn6CgIBYuXMiXX37JtGnT2Lx5M+fPnycyMpIuXbrw6KOP0rFjx0K3o/PO+7jiu8VqtTJ58mQGDRrEpEmTWL9+PadPn6ZSpUq0bduWRx55hN69e+e7/vDhw4mMjGTNmjX8+eefnDp1ijNnzuDr60ulSpVo3bo1/fv35+677yYwMLBEsbpKWcijsnna90JZOPaeWp6WhWOfTZ9713PF595iGPmMSiUiIiIiIiIiIiIiIiJeweruAERERERERERERERERMS9VGEkIiIiIiIiIiIiIiLi5VRhJCIiIiIiIiIiIiIi4uVUYSQiIiIiIiIiIiIiIuLlVGEkIiIiIiIiIiIiIiLi5VRhJCIiIiIiIiIiIiIi4uVUYSQiIiIiIiIiIiIiIuLlVGEkIiIiIiIiIiIiIiLi5VRhJCIiIiIiIiIiIiIi4uVUYSQiIiIiIiIiIiIiIuLlVGEkIiJXiY2NxWKx8Pbbb7s7lDLh22+/xWKx0LBhQ9LT090djoiISJmnXKRolIuIiIg4lnKRolEu4jlUYSQCLFu2DIvFkucUHBxMdHQ0t9xyC19++SUZGRnuDrfY9u7dy+uvv0737t2pXbs2oaGhBAYGEhkZSYcOHRg5ciQLFy4s8It92rRp+R6r0NBQ6tevz5133smCBQvy3Ub28l27drUr7pzvz8svv1zEV216+eWX84zZarUSFhZGo0aNuPfee/npp5+KtX1P8u233/Lrr79SuXJlRowY4e5wnKZnz55YLBaeeOKJEm9r0KBBxMTEsHv3bt5//30HRCci3ka5iHIR5SKXKRcpOuUiIlJSykWUiygXuUy5SNEpF/EghogYS5cuNQC7prZt2xrHjx93d8hFcu7cOeP+++83fH197XqNVapUMd555x0jIyPjqm1NnTrV7mPVq1cvIzEx8aptZD8fGxtrV/w5358xY8YU6xiMGTPG7rhvvfVWIyUlpVj7sVdJX4+zZGZmGo0bNzYAY9y4ce4Ox2kSEhIMf39/AzB+/vlnh2zziy++MACjcuXKxoULFxyyTRHxHspFlIsoFzEpFyk+5SIiUhLKRZSLKBcxKRcpPuUinkEtjESuMGLECLZs2WKb1qxZw/vvv0/t2rUBWL9+PTfffDOGYbg3UDvt27ePDh06MGXKFDIyMqhQoQJ///vf+frrr1mxYgW///47ixYtYvz48fTu3RtfX19OnTrF008/TVxcXIHbfu2113IdqxUrVjBu3DgqV64MwKJFi7j//vtd8TKLZMqUKbaYN2/ezIIFC3j++ecJCgoCYPbs2Tz11FNujtI9Zs2axY4dOwgKCmLkyJHuDsdpfvrpJ9LS0ggLCyM2NtYh27zjjjuoXr06cXFxTJw40SHbFBHvpFxEuYhyEeUixaFcREQcRbmIchHlIspFikO5iIdwc4WVSKlgz50aZ8+eNerXr29bbt68ea4NshguXLhgNGnSxBbzQw89ZMTHxxe4zr59+4zhw4cbQJ53DOW8k2bq1Kl5bmP//v1GhQoVbMtt3rw51/O4+U6apUuX5rnMxo0bbXcb+fr6OvWOqZK+Hmfp1KmTARh33HGHu0NxqiFDhhiAMXjwYIdu96mnnjIAo06dOkZmZqZDty0ink25yGXKRZSLKBcpPuUiIlJcykUuUy6iXES5SPEpFyn71MJIxE7ly5dn9OjRtv8XLVrkxmjs8+yzz7J9+3YARo4cyaRJkwgLCytwnTp16jBlyhTmzZtHYGBgsfZbu3Zt/v73v9v+Lyv937Zq1Yo777wTgIyMDJYtW+begFxsx44drF69GoB77rnHzdE4T1ZWFj/88AMA/fr1c+i2s4/b/v37Wbp0qUO3LSKiXMR+ykXKJuUiJadcREScSbmI/ZSLlE3KRUpOuUjZpwojkSJo166dbf7gwYNXPZ+Zmcn06dPp168fUVFRBAQEULFiRa677jreffddkpOT8912165dcw14uHv3bh599FEaNGhAcHAwFouFAwcO2B3ryZMnmTx5MgA1a9bk7bfftntdgP79+xMREVGkdXIq7FiVVs2bN7fNHz58OM9lzp07x9SpU7n33nuJiYkhNDQUf39/qlatyk033cSkSZNIS0vLc93atWtjsVhs/7/yyitXDTg5bNiwPNfds2cPTz75JM2bNyc8PJygoCDq1q3LsGHD2LBhQ/Ff9CXffPMNACEhIfTq1Svf5YYNG4bFYrF1R3D8+HGeffZZmjZtSrly5bBYLFcllSU5N7Jt376dYcOGUbNmTQIDA6lZsyZ3330369evzzOu/Pz222+cPn0aq9VKnz59rnr+999/54EHHqBhw4aEhITY9nXttdfy97//nXnz5uXb9ULr1q2pU6cOAF999VWhr0lEpKiUi9hPuYhykZyUi4iIOIZyEfspF1EukpNyESkrfN0dgEhZ4ufnZ5vPzMzM9dyhQ4cYMGAAmzdvzvX42bNnWbVqFatWreKjjz5i4cKFNGzYsMD9zJ07l3vuuYeLFy8WO9avv/6alJQUn2Qj3wAAE/tJREFUAB566CFbP7SuUtCxKs38/f1t8zlfQ06tWrXKM9k7efIkixcvZvHixXz88cf88MMPVK1a1SFxvf322zz//POkp6fnenz//v3s37+fGTNm8H//93+8+uqrxd5H9p0frVu3zve1X+m3336jf//+nD59Ot9lHHFufPPNNwwZMoTU1FTbY0eOHOGrr77i22+/5eOPP7YrXoD58+cD0LFjRypVqpTruffee49//OMfZGVl5Xr8yJEjHDlyhI0bN/Lf//6XxMREQkND89x++/bt2b9/f5m4205Eyh7lIvZTLqJcJJtyERERx1EuYj/lIspFsikXkbJEFUYiRbBlyxbbfFRUlG3+zJkzXHfddRw+fJiAgAAeeughYmNjqV27NhcuXGDx4sVMmDCBPXv20Lt3bzZu3Eh4eHie+zh06BD33nsvwcHBvPjii3Tp0gUfHx/Wr1+f7xdxXpYvX26bL+iuCGfJ71iVdtlN1YF878jIzMykffv29OvXj1atWhEZGUlaWhr79+/n888/Z9GiRWzatIk777zzqjtKFi9eTFpamu2OnREjRlw1iGL58uVz/f/WW2/xzDPPAHDNNdcwYsQIGjRoQEREBDt37uSDDz5gzZo1/Otf/6JSpUo8/vjjRX7d6enprF27FoC2bdvatc6FCxcYNGgQKSkpvPDCC/To0YPg4GC2bNlCtWrVAMecG+vXr+eee+4hIyODgIAAnnzySfr06UNAQABr165l7NixjBgxgpiYGLvizk6M+vfvn+vxP//805YU1alTh0cffZSWLVtSoUIFEhMT2blzJ0uXLmXu3LkFbr9du3bMnDmTo0ePsmfPHurXr29XXCIi9lAuYj/lIspFQLmIchERcTTlIvZTLqJcBJSLKBcpg9w8hpJIqWDP4IHp6elGhw4dbMvNmDHD9tzdd99tAEZ0dLSxb9++PNffuHGjERISYgDG888/f9XzsbGxtm1HRUUZBw8eLNFryh6I0mq1GqmpqSXaVk72DO6YkJBg1KlTx7bcr7/+mut5SungjocOHbK9RxEREUZiYmKey+3atavAfU2ZMsW2r19++SXPZex9PVu3bjX8/Pxsy2ZlZV21TGZmpnHvvfcagBEaGmqcPXu2wG3mZe3atbaYPvvsswKXHTp0qG3Z0NBQ448//sh3WUecG23atDEAw8/Pz1i+fPlVzx85csSoUaOGLabo6Oh849m3b59tub/++ivXcy+++KIBGCEhIcaJEyfy3cb58+cLHLhx+fLltn3MnDkz3+VERHJSLmI/5SLKRZSLKBcREcdTLmI/5SLKRZSLKBfxZBrDSKQQFy9eZPny5fTo0YPffvsNgOjoaG6//XYADhw4wNdffw3ABx98YOun80qtWrWyDXg4bdq0Avc5btw4atWqVaK4s5vChoeH52pOfKUTJ07w119/5TkdPXq0SPtMSEjghx9+oEuXLuzfvx+ADh060KVLl+K/ECfLysri0KFDfPnll1x33XW25u7/+te/8r1zqUGDBgVuc/jw4bRs2RKAOXPmlCi+d955h/T0dNq0acOYMWNy9fObzWq18v777xMQEMCFCxeYNWtWkfdz5MgR23yVKlXsXu+ZZ56hRYsWeT7niHNj/fr1tn6IH3nkEa6//vqr1q9evTrvvPOOXfEuWLAAMAcxbdq0aa7nTpw4AUDDhg2JjIzMdxvh4eFYrfkXnzmP3759++yKS0SkIMpF7KdcxKRcxKRcRLmIiDiGchH7KRcxKRcxKRdRLlIWqcJI5ApXDrYXGhpK165dbU1oq1Spwpw5cwgICABg4cKFZGZmEhwcTO/evQvcdvaX+rFjxzh06FCey/j7+zN48OASv47ExETAHKivIOPGjaN58+Z5Ti+88EKB6w4fPjzXsQoPD6dv3762Plnr1atnGzCwNOnWrZstZh8fH6Kjo7nnnns4dOgQUVFRfPrppzz66KN2bcswDE6cOMGuXbtyJZXVq1cHuKp/2qLKbiY8aNCgPJOibBEREbbm3GvWrCnyfuLi4mzzVzb9Lsg999yT73OOODd++eUX2/zw4cPzXX/gwIF2DUaaX7NrwNZcfNu2baxbt67QbeWnQoUKtvnsZEtEpCiUiygXUS6iXES5iIi4k3IR5SLKRZSLKBfxXhrDSMROderU4bbbbuMf//hHrpry7Fr+pKQkfH3tP6VOnDiR590yDRo0IDAw8KrH09PT2blzZ77ba9SoUa4B+cqVK8f58+dLNEBkcVgsFho3bszdd9/NqFGjitS/cGnQu3fvAgv7bAsXLuSjjz7i119/tSWheSlo0MPCHDx40JawjB49mtGjR9u1XnEK47Nnz9rm7U2MQkNDqVu3br7PO+LcyO7z2d/fP987dsAciLNVq1a2ASrzkpiYaOvDOq/E6K677uL1118nNTWVzp0706tXL/r27ct1111H06ZNC0xMc8p5/Fx9/omIZ1MuYh/lIrkpF1EuIiLiKMpF7KNcJDflIspFpGxRhZHIFXIOtmexWAgMDKRSpUr5DsZ46tSpYu0nKSkpz8fzK5SOHj1qu1MiL/v37881GGHFihU5f/488fHxpKWl5dv8evz48YwfP972/4EDB/JtInul1157jZtvvhkwj1VwcDCVK1e2OxkyDKPIy9lbOBVkypQptgEMk5OT2bNnDxMnTmT58uVMnjyZEydOMH/+/Dz3ZRgGDz30EJMnT7ZrX8nJycWO09GfrYLkTMbtjbmwO1ccEX92wlahQgV8fHwKXK+g5tIAP/30E2lpaZQrV47Y2Nirnm/cuDFfffUVDz30EOfOnWPBggW2ptqVKlWiV69ePPzww4V2JZDz+OW8WBERsZdyEeUiykWUiygXERF3Ui6iXES5iHIR5SLeSxVGIleoUqUKzZo1s3v5zMxMwPziLKgW/0r5JR+Fffnbq0WLFuzdu5esrCz+/PNP2rRp45Dt5lS9evUiHatsQUFBJCcn210A57wbobCm5PaoU6dOrrjbtm3LnXfeyQMPPMDUqVNZuHAh48eP58knn7xq3SlTptiSopYtWzJq1Cjat29P9erVCQ4Otr1/Q4YM4bPPPrM7+ctL9mcL4KWXXrK7SX5xjlHlypVt8znvqilIYZ9VR54bjkiIs5Ocm266Kd+EZdCgQXTv3p2vv/6an376iRUrVhAXF8fp06f5/PPP+fzzzxk6dChTpkzJt7/enMfPnubgIiJXUi5iP+UiykUKolxEuYiIFI9yEfspF1EuUhDlIspFyiJVGImUUMWKFQGzWWeTJk0clthcqXbt2kUqZGNjY5k9ezYAixYtckpiVFwVKlTg6NGjdjcRzrlczn5QHclisfDBBx+wZMkSDh06xCuvvMLQoUOv2t8nn3wCQP369Vm9ejVBQUF5bs/e5KIg2Z8tMO/IKE4Saq+cidG5c+ccsk1HnBvZd5adOXOGzMzMArdx8uTJfJ/Lysrihx9+APJudp1TeHg4Dz/8MA8//DAA27dvZ+7cubz//vscO3aM6dOn06pVK5544ok81895/Eo6SKuIiD2UixSdchH7KBdRLiIiYg/lIkWnXMQ+ykWUi4jr5V0NKCJ2a9WqFQCpqam2vklLgzvuuMM2AOUnn3xCSkqKmyO67JprrgHg8OHDuQYVzM/GjRuvWtcZgoODeemllwCIj4/nzTffvGqZrVu3AjBgwIB8kyLDMHLFXFx169a1NflftWpVibdXkJzN+nft2uWQbTri3MiOKy0trcCBMjMyMvjjjz/yff63334jLi4Oq9VKnz59ihRDkyZNeO655/jtt99sdykVNGhpzuPXtGnTIu1LRKQ4lIsUnXIR+ygXUS4iImIP5SJFp1zEPspFlIuI66nCSKSE+vfvb2sWmrPPW3eLjIzk/vvvB+DQoUM888wzbo7oshtvvNE2/+WXXxa4bHJysu2OoIoVKxY4wJ8jDBkyxHb3w3//+9+r7ojJyMgACh60b+7cuRw/frzA/WT3jZuamprvMj4+PrZCfPHixWzfvr3wF1BMUVFRtoEa169f75BtOuLc6N69u21++vTp+S73/fffF3gH0Pz58wHo2LEjlSpVKlYsNWvWpGHDhkDBg3ZmHz8/Pz9at25drH2JiBSFcpGiUy6iXMReykVERAqnXKTolIsoF7GXchFxNVUYiZRQo0aNbH2ozpw5k3fffbfA5ffv389XX33litB44403aNSoEQDvv/8+I0eO5MKFCwWu46hmtwUZPny47Y6EV155xXZ3ypUMw+Dxxx+3NakdMWKE0wfL8/PzsyWRiYmJTJgwIdfzDRo0AMyCNq/m1Xv37uXvf/97ofupVq2abfmCjB49Gh8fH7Kysrjttts4cuRIvstmZmbyxRdfFLhMQbIHLVy3bl2x1r+SI86Ndu3a2ZKLjz76iJUrV1613vHjx/nHP/5R4LazE6N+/frlu8ycOXM4f/58vs8fPnyYHTt2APn3tQ2Xj1/Hjh3tHuhURKQklIsUnXIR5SJ5US4iIlI8ykWKTrmIcpG8KBeRUsEQEWPp0qUGYADGmDFjirz+mTNnjLp169q2cf311xuffvqpsWbNGmPjxo3Gzz//bLz99ttG9+7dDavVagwaNOiqbcTGxhqAERsbW/IXlMPu3buNBg0a2GKrVKmS8dhjjxnffvutsWrVKuOPP/4wfv31V2PKlCnG3XffbQQGBtqWHTFixFXbmzp1qu35qVOnFjuuyZMn27YTHBxsjBo1yli4cKGxceNGY/Xq1cbEiRONdu3a2ZZp2rSpkZSUVOz9jRkzxratpUuXFrhscnKyUbVqVQMwypcvbyQkJNiee+utt2zbadiwoTF58mRj7dq1xvLly40xY8YY4eHhRmBgoNG6dWsDMKKjo/Pcxz333GMARkBAgPHxxx8bW7ZsMXbv3m3s3r3bOHnyZK5l33vvPds+w8PDjX/+85/Gjz/+aDtWX375pfHYY48Z1apVMwBjy5YtxTpGs2fPtu1n9+7d+S43dOjQAl9bTo44N3777TfD19fXAIzAwEBj9OjRxooVK4x169YZ77//vlGtWjXDz8/PaNGiRZ5x7d+/37b/v/76K99YY2NjjeDgYGPw4MHGRx99ZCxbtszYtGmT8b///c948803jZo1a9q28/333+e5jYSEBNs59N577xV6fEREsikXUS6Sk3IR5SLKRUTE1ZSLKBfJSbmIchHlIt5LFUYiRskTI8MwjOPHjxtdunSxbaegafjw4Vet76zEyDAM4+zZs8bQoUMNHx8fu+KrUqWK8fbbbxtpaWlXbctRiZFhGMbEiRNzJWL5Tdddd51x4sSJEu2rKImRYRjGm2++aVt+7NixtsfT0tKMnj175htrUFCQ8c033xSaPGzatMkICAjIcxtDhw69avlJkyYZwcHBhR4rf3//ApOagqSnp9sSwldeeSXf5YqSGBlGyc8NwzCML7/80vD3989zHV9fX2PSpEn5xvWf//zHAIw6deoUGGf2OVjQZLVajX/961/5bmPatGm2mI4fP27X8RERMQzlIspFrqZcRLmIchERcSXlIspFrqRcRLmIchHvpAojEcMxiVG2BQsWGPfcc49Rt25dIzg42PDz8zMqV65sdOrUyXj66aeN5cuX57meMxOjbLt37zZee+0144YbbjBq1qxpBAcHGwEBAUZkZKTRtm1bY8SIEcb333+fZ0KUzZGJkWGYhebLL79sXHfddUblypUNPz8/IzQ01KhXr55xzz33GPPmzTOysrJKvJ+iJkaJiYlGhQoVDMCoXLmycfHiRdtz6enpxn/+8x+jTZs2RnBwsBEUFGTUr1/f+Nvf/mZs377dMAz7koeNGzcad911l1GrVq1cSVJeiZFhGMaJEyeMV155xejcubNRqVIlw9fX1wgJCTEaNmxoDBo0yPj444+NuLi4ohyWq4wePdoAjEaNGuW7TFETo2zFPTeybd261bjvvvuMqKgow9/f36hevbpx++23G7/99luBcfXo0cMAjMcff7zA7R87dsyYNGmScffddxstW7Y0qlatavj6+hqhoaFG06ZNjREjRhibN28ucBvZSfPgwYMLPyAiIjkoF1EuciXlIspFlIuIiCspF1EuciXlIspFlIt4J4thGAYiIiKYA4E2bNiQ1NRUVq5cSefOnd0dkt2GDRvG9OnTiY6O5sCBA4DZ33KlSpVIS0tj8eLF9OjRw2n7P3jwIPXq1SMzM5M1a9bQoUMHp+1LRETEUykXKT7lIiIiIiWnXKT4lIt4Bqu7AxARkdKjVq1atsEp//Wvf7k5mpJbvHgxaWlplCtXjtjYWKfua+zYsWRmZtKrVy8lRSIiIsWkXKT4lIuIiIiUnHKR4lMu4hlUYSQiIrm88MILhIeH89NPP7Fu3Tp3h1Mi5cqVY8yYMbz//vv4+/s7bT+HDx9m2rRp+Pj48OabbzptPyIiIt5AuUjRKRcRERFxHOUiRadcxHP4ujsAEREpXSpUqMBnn33G77//zunTp90dTon07NmTnj17On0/hw8fZvTo0dStW5fmzZs7fX8iIiKeTLlI0SkXERERcRzlIkWnXMRzaAwjERHxCHn11SsiIiLiKspFRERExJ2Ui4gjqEs6ERERERERERERERERL6cWRiIiIiIiIiIiIiIiIl5OLYxERERERERERERERES8nCqMREREREREREREREREvJwqjERERERERERERERERLycKoxERERERERERERERES8nCqMREREREREREREREREvJwqjERERERERERERERERLycKoxERERERERERERERES8nCqMREREREREREREREREvJwqjERERERERERERERERLzc/wPdnLBEI5IKfQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 2000x300 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_fig8_upper(target_slo: float = 90, show_ttft_tpot_line: bool = False):\n",
    "    plt.rcParams.update({'font.size': 20})\n",
    "    fig, axs = plt.subplots(1, 3, figsize=(20, 3))\n",
    "    draw_attainment_rate_plot(\n",
    "        axs[0],\n",
    "        \"opt-13b-sharegpt\",\n",
    "        [(100, 0.25), (100, 0.5), (100, 1), (100, 1.5), (100, 2), (100, 2.25), (100, 2.5), (100, 3)],\n",
    "        [\n",
    "            Backend(\"distserve\", SYSNAME, \"C0\", 3),\n",
    "            Backend(\"deepspeed\", \"DeepSpeed-MII\", \"C2\", 1),\n",
    "            Backend(\"vllm\", \"vLLM\", \"C1\", 1),\n",
    "        ],\n",
    "        0.25,\n",
    "        0.1,\n",
    "        target_slo,\n",
    "        show_ylabel=True,\n",
    "        show_ttft_tpot_line=show_ttft_tpot_line\n",
    "    )\n",
    "    fig.legend(frameon=False, bbox_to_anchor = (0.7, 1.1, 0, 0), ncol=6,\n",
    "        bbox_transform = plt.gcf().transFigure, columnspacing=1)\n",
    "    draw_attainment_rate_plot(\n",
    "        axs[1],\n",
    "        \"opt-66b-sharegpt\",\n",
    "        [(25, 0.0625), (25, 0.125), (25, 0.25), (25, 0.375), (25, 0.5), (25, 0.625), (25, 0.75), (25, 0.875), (25, 1.0)],\n",
    "        [\n",
    "            Backend(\"distserve\", SYSNAME, \"C0\", 8),\n",
    "            Backend(\"deepspeed\", \"DeepSpeed-MII\", \"C2\", 4),\n",
    "            Backend(\"vllm\", \"vLLM\", \"C1\", 4),\n",
    "        ],\n",
    "        2.5,\n",
    "        0.15,\n",
    "        target_slo,\n",
    "        show_ttft_tpot_line=show_ttft_tpot_line\n",
    "    )\n",
    "    draw_attainment_rate_plot(\n",
    "        axs[2],\n",
    "        \"opt-175b-sharegpt\",\n",
    "        [(25, 0.03125), (25, 0.0625), (25, 0.09375), (25, 0.125), (25, 0.15625), (25, 0.1875), (25, 0.21875), (25, 0.25)],\n",
    "        [\n",
    "            Backend(\"distserve\", SYSNAME, \"C0\", 21),\n",
    "            # Backend(\"deepspeed\", \"DeepSpeed-MII\", \"C2\", 8),\n",
    "            Backend(\"vllm\", \"vLLM\", \"C1\", 8),\n",
    "        ],\n",
    "        4,\n",
    "        0.2,\n",
    "        target_slo,\n",
    "        show_ttft_tpot_line=show_ttft_tpot_line\n",
    "    )\n",
    "\n",
    "plot_fig8_upper(90)\n",
    "save_plot_to(\"chatbot-rate-p90.pdf\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING: Intersection point not found! xs: [0.25, 0.5, 1, 1.5, 2, 2.25, 2.5, 3], ys: [91.0, 87.0, 87.0, 82.0, 73.0, 71.0, 66.0, 60.0], target_y: 98.5\n",
      "Improvement (DistServe compared to DeepSpeed-MII): 6.38888888888889\n",
      "WARNING: Intersection point not found! xs: [0.25, 0.5, 1, 1.5, 2, 2.25, 2.5, 3], ys: [90.0, 90.0, 85.0, 81.0, 71.0, 70.0, 68.0, 55.00000000000001], target_y: 98.5\n",
      "Improvement (DistServe compared to vLLM): 6.38888888888889\n",
      "Improvement (DistServe compared to DeepSpeed-MII): 1.9259259259259258\n",
      "Improvement (DistServe compared to vLLM): 4.333333333333333\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Improvement (DistServe compared to vLLM): 2.9598214285714293\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x300 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_fig8_upper(99)\n",
    "save_plot_to(\"chatbot-rate-p99.pdf\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [],
   "source": [
    "def draw_slo_scale_plot(\n",
    "    ax: plt.Axes,\n",
    "    exp_result_dir: str,\n",
    "    per_gpu_num_prompts: int,\n",
    "    per_gpu_request_rate: float,\n",
    "    backends: list[Backend],\n",
    "    ttft_slo: float,\n",
    "    tpot_slo: float,\n",
    "    scales: list[float],\n",
    "    atta_target: Optional[float] = None,\n",
    "    show_ylabel: bool = False,\n",
    "    show_ttft_tpot_line: bool = False\n",
    "):\n",
    "    ax.set_xlabel(\"SLO Scale\")\n",
    "    if show_ylabel:\n",
    "        ax.set_ylabel(\"SLO Attainment (%)   \")\n",
    "    scales.sort(key=lambda x: -x)\n",
    "    ax.invert_xaxis()\n",
    "    ax.set_ylim(0, 110)\n",
    "    \n",
    "    first_inter_x = -1\n",
    "    for backend in backends:\n",
    "        results = load_result(exp_result_dir, backend, per_gpu_num_prompts, per_gpu_request_rate)\n",
    "        ys_both = []\n",
    "        ys_ttft = []\n",
    "        ys_tpot = []\n",
    "        xs = []\n",
    "        for scale in scales:\n",
    "            xs.append(scale)\n",
    "            ys_both.append(get_attainment(results, ttft_slo*scale, tpot_slo*scale))\n",
    "            ys_ttft.append(get_attainment(results, ttft_slo*scale, None))\n",
    "            ys_tpot.append(get_attainment(results, None, tpot_slo*scale))\n",
    "        ax.plot(xs, ys_both, label=backend.label, color=backend.color, marker=backend.marker)\n",
    "        if show_ttft_tpot_line:\n",
    "            ax.plot(xs, ys_ttft, label=backend.label+\"-TTFT\", linestyle=\":\", color=backend.color, marker=backend.marker)\n",
    "            ax.plot(xs, ys_tpot, label=backend.label+\"-TPOT\", linestyle=\"--\", color=backend.color, marker=backend.marker)\n",
    "        if atta_target:\n",
    "            inter_x, inter_y = find_intersection(xs, ys_both, atta_target)\n",
    "            ax.vlines(x = inter_x, ymin = 0, ymax = inter_y, linestyles=\"--\", colors=backend.color)\n",
    "            ax.axhline(y = atta_target, color=\"grey\", linestyle=\"--\")\n",
    "            if first_inter_x == -1:\n",
    "                first_inter_x = inter_x\n",
    "                # Treat the first backend as DistServe\n",
    "            else:\n",
    "                print(f\"Improvement ({backends[0].label} compared to {backend.label}): {inter_x/first_inter_x}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Improvement (DistServe compared to DeepSpeed-MII): 1.8\n",
      "Improvement (DistServe compared to vLLM): 1.735714285714286\n",
      "Improvement (DistServe compared to DeepSpeed-MII): 1.8043165467625901\n",
      "Improvement (DistServe compared to vLLM): 3.143884892086331\n",
      "Improvement (DistServe compared to vLLM): 1.7729138166894665\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x300 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_fig8_lower(target_slo: float = 90):\n",
    "    plt.rcParams.update({'font.size': 20})\n",
    "    fig, axs = plt.subplots(1, 3, figsize=(20, 3))\n",
    "    draw_slo_scale_plot(\n",
    "        axs[0],\n",
    "        \"opt-13b-sharegpt\",\n",
    "        100, 1.5,\n",
    "        [\n",
    "            Backend(\"distserve\", SYSNAME, \"C0\", 3),\n",
    "            Backend(\"deepspeed\", \"DeepSpeed-MII\", \"C2\", 1),\n",
    "            Backend(\"vllm\", \"vLLM\", \"C1\", 1),\n",
    "        ],\n",
    "        0.25,\n",
    "        0.1,\n",
    "        [1.6, 1.5, 1.4, 1.3, 1.2, 1.1, 1.0, 0.9, 0.8, 0.7, 0.6],\n",
    "        target_slo,\n",
    "        True\n",
    "    )\n",
    "    draw_slo_scale_plot(\n",
    "        axs[1],\n",
    "        \"opt-66b-sharegpt\",\n",
    "        25, 0.75,\n",
    "        [\n",
    "            Backend(\"distserve\", SYSNAME, \"C0\", 8),\n",
    "            Backend(\"deepspeed\", \"DeepSpeed-MII\", \"C2\", 4),\n",
    "            Backend(\"vllm\", \"vLLM\", \"C1\", 4),\n",
    "        ],\n",
    "        2.5,\n",
    "        0.15,\n",
    "        [3, 2.5, 2, 1.7, 1.5, 1.3, 1.1, 0.9, 0.8, 0.7],\n",
    "        target_slo\n",
    "    )\n",
    "    axs[1].set_xticks([3, 2.5, 2, 1.5, 1])\n",
    "    draw_slo_scale_plot(\n",
    "        axs[2],\n",
    "        \"opt-175b-sharegpt\",\n",
    "        25, 0.125,\n",
    "        [\n",
    "            Backend(\"distserve\", SYSNAME, \"C0\", 21),\n",
    "            # Backend(\"deepspeed\", \"DeepSpeed-MII\", \"C2\", 8),\n",
    "            Backend(\"vllm\", \"vLLM\", \"C1\", 8),\n",
    "        ],\n",
    "        4.0,\n",
    "        0.2,\n",
    "        [1.6, 1.5, 1.4, 1.3, 1.2, 1.1, 1.0, 0.9, 0.8, 0.7, 0.6],\n",
    "        target_slo\n",
    "    )\n",
    "\n",
    "plot_fig8_lower(90)\n",
    "save_plot_to(\"chatbot-SLO-p90.pdf\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Improvement (DistServe compared to DeepSpeed-MII): 1.6071428571428579\n",
      "Improvement (DistServe compared to vLLM): 1.6785714285714293\n",
      "Improvement (DistServe compared to DeepSpeed-MII): 1.4705882352941175\n",
      "WARNING: Intersection point not found! xs: [3, 2.5, 2, 1.7, 1.5, 1.3, 1.1, 0.9, 0.8, 0.7], ys: [94.0, 92.0, 87.0, 81.0, 78.0, 76.0, 63.0, 50.0, 41.0, 32.0], target_y: 99\n",
      "Improvement (DistServe compared to vLLM): 2.941176470588235\n",
      "WARNING: Intersection point not found! xs: [1.6, 1.5, 1.4, 1.3, 1.2, 1.1, 1.0, 0.9, 0.8, 0.7, 0.6], ys: [93.5, 93.5, 91.0, 89.0, 88.0, 86.0, 79.0, 61.0, 38.5, 26.5, 17.5], target_y: 99\n",
      "Improvement (DistServe compared to vLLM): 1.6695652173913056\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x300 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_fig8_lower(99)\n",
    "save_plot_to(\"chatbot-SLO-p99.pdf\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Improvement (DistServe compared to DeepSpeed-MII): 1.5886840432294977\n",
      "Improvement (DistServe compared to vLLM): 5.721153846153846\n",
      "Improvement (DistServe compared to DeepSpeed-MII): 1.2747967479674798\n",
      "Improvement (DistServe compared to vLLM): 1.3538724860932818\n",
      "Improvement (DistServe compared to DeepSpeed-MII): 1.7666666666666668\n",
      "Improvement (DistServe compared to vLLM): 4.24\n",
      "Improvement (DistServe compared to DeepSpeed-MII): 2.591132212118773\n",
      "Improvement (DistServe compared to vLLM): 12.585499316005471\n"
     ]
    },
    {
     "data": {
      "image/png": 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98MMPFUAJCAgwvVYt/oaFEEJUO9IjSAghhBBmURSF5HSdVR8JqRlMW3cBJb/1Z/78eF0gCakZVmuDouS39vLn5eVlel7QHDX3CwsLMz3v1atXgeVUKhUeHh4lbpuTkxN///03vr6+gPEO4U2bNvHOO+/Qs2dP3Nzc6Ny5M59++il37twpsJ6ZM2cCMGLECF588cV8y9jb2/PDDz8AEBwczK5duwqsr2/fvgXWA8Y74LO266+//ppvmcTERFPPoxEjRmBvb296T1EUZs2aBcAbb7zBoEGD8q3Dw8ODL774AoADBw5w9erVAttkDYqikJyRbNVHQloCM47OQMnn26tk/pt5dCYJaQlWbUdl+/7OmzePuLg4ateuzdy5c9FqtfkuP336dGrXro3BYGDp0qW53rNEHTnZ2dmxYMGCfOv58MMPadWqFWDsXZSenp7r/cmTJzN+/HjT7zdv3uS7777j6aefpmHDhvj5+fH000+zfv16s/+vvvrqK/z8/PK83qdPH15++WXAOIfQ/b2CvvrqKzIyMujYsSPTpk0zzdOUk1qt5vvvv8fOzo7ExERWr15t8Tqy5kwpbLv+5z//MW1Xa8jq5XDw4EFu3Lhhen316tWkpKTg5ubGkCFDrLb+MqUokJ5k3UdqPGx+Dwo7WtkyxVjOmu2w4v5Oq9UyatQoALZt28a9e/fyLZcVO52dnRk2bJjV2lNaNWvW5OGHHwZg+fLlptcVRTH9Lr2BhBBCVHX5nyUIIYQQQtwnJUNPwEdby7UNChAWn0rrj7cVWbakAj8ZiKNtxTtEcnZ2Nj2/f0imgtSsWdP0fPHixcyePdvi7crSuXNnAgMD+frrr1myZAkhISGm93Q6HceOHePYsWN8/vnnTJ8+Pc/wVPHx8ezevRuAkSNHFrquFi1aUKNGDaKiojh06BD9+/fPt1xRk1zb2Njw5JNP8uOPP7J582ZiY2Nxd3fPVebPP/8kJSUl3/oCAwO5fv26WW3OmYg7dOgQTZo0KbS8JaXoUuiyokuZra8g4cnhdP+tu1XXceTZIzjaOFp1HSVR0Pc3K8n42GOPYWdnV+DyWq2Wbt26sXr1ag4dOpTrPUvUkdOAAQOoVatWvu+p1WrGjh3Lu+++S3R0NCdPnqRr16653v/ll194+umnmT17Njt27ECn05neDw8P5/fff+f333+nY8eO/PbbbzRq1KjAtnh4eBR6cXn8+PHMmzcPgB07dpiGswRYv349YEzg5pfAyeLu7k7r1q05fvw4hw4dMiWXLFGHXq837dfM3a7W0K1bNxo3bsy1a9dYvnw5H330EZA9LNyTTz6ZK8ldqWUkw+f5b+eyo0D8XZjpb93V/Psu2DpZrfrnnnuO77//noyMDFatWsWkSZNyvZ+SksJff/0FwPDhw3F0rHj73pyef/55tm3bxtq1a5k3bx6Ojo7s27eP4OBg1Gp1kccMQgghRGUnPYKEEEIIISqBnBePXV1dzVqmQYMG9OzZE4Cvv/6ali1b8tFHH7Fz506Sk5Mt3kZPT08+/fRTbt26xYULF1iwYAETJ06kdevWpjKpqalMmTKFadOm5Vr21KlTpnH7n3nmGVQqVaGPqKgoIHevp/s98MADRbY568JPWlpanjv5wTifAECtWrXo06dPrvdy9kDo1q1boe3NmQgorM2iasrv+6vX6zl9+jQA8+fPL/JvPuvvM+ffjyXquF+nTp0K/SydO3c2PT937ly+Zfr378/mzZu5d+8emzZtYvr06QwZMgQ3NzdTmePHj9OzZ09CQwue+61du3YF9nACaNu2Lba2tnnaEhwcTGRkJAAffPBBkdsl67ucc7tYoo7r16+b9rXF2a73CwoK4vz58/k+IiIiCq03S1Zvh6zeDyEhIaYk1ZgxY8yqQ1QvXbp0MSVq8+s1u27dOhITE4Gib7yoCJ544gmcnZ1JTEzkzz//BDD1juzduzf+/lZO3AkhhBDlrOLd7iqEEEKICsnBRkPgJwOtuo6jQdGMW3SsyHKLX+hE5waeVmmDg43GKvWWVlbiA4wJF3OtXLmSJ598kkOHDhEYGEhgYCCffvopNjY2dO3alWeffZZx48ZZ/G7wgIAAAgICeOmllwC4cuUK7733nmnS6c8//5wXXniB+vXrA5h9MfN+hSW0zBnurkePHtSrV4/g4GB+/fVXU3uz2rRjxw4Ann76adTq3PdQWaPN1uCgdeDIs0esuo4T4Sd45Z9Xiiw39+G5dPDtYLV2OGgdrFZ3aeT3/Y2Ojs7VW8ZcOf9+LFHH/Xx8fApdNmsIyKz1F8bV1ZVHHnmERx55BDAmXFesWMH//d//ERMTQ2hoKFOnTuXnn38uUVu0Wi2enp6EhYXlaoslvpuWqCNnm4qzXe/3wgsvsGfPnnzfmzZtGh9//HGR7Ro9ejTTpk3j6tWrHD58mF27dqEoCvXr1+fBBx8scvlKw8bR2FPGmoIPwq+F9wIF4LnVUM+KvSDLoPfjc889xyeffMLBgwe5efOmKWZDdnLIx8eHfv36Wb0tpeXo6MgTTzzB0qVLWbZsGSNGjDAlx2VYOCGEENWBJIKEEEIIYRaVSmX1IdN6NvGmpps9YXGp+Y68rwL83Ozp2cQbjbrgYXqqolOnTpmeN2vWzOzlateuzcGDB/nnn39Yu3Yte/bsITAwkIyMDPbt28e+ffv48ssv2bRpE02bNrVG0wFo2rQpa9eupVevXhw4cACdTseff/7J5MmTAWPPhizz58+ne3fzLp4VluzRaIpO6qlUKp599llmzJjB3r17uXPnDrVr1wZg1apVpovs+d3tnLPN69evz3WBrDBFXRC2NJVKZfXh0rrX6o6voy8RyRH5zhOkQoWvoy/da3VHo66YyVZryu/7m/Pv56WXXuLNN980q66sHjCWquN+hQ2BVlp2dna88MIL1KpVyzSn1tq1a/npp5/yJFpL05ac2+Wjjz7iySefNGs5J6fsYbYsUUdO1tyu5mjYsCE9evTgwIEDLFu2zDS/2ujRo8u9bRalUll1uDQAGvUF11oQH0r+8wSpjO836guVfH+XlQhSFIWVK1fywQcfAMYk59atxuGCR40aVWjPvYrk+eefZ+nSpezYsYP58+cTFxeHo6MjI0aMKO+mCSGEEFZXOaK1EEIIIaoFjVrFtCEBTFp+EhW5L69kXaaaNiSg2iWBALZv3256XpK7tx9++GHTRMn37t1jx44d/PTTT+zcuZPr168zatSoXBerrUGtVjN+/HgOHDgAwLVr10zveXl5mZ47OjpadeL0+z333HPMmDEDg8HAypUreeedd4DsYeGaN29O+/bt8yyXs83u7u5l2uaKRqPW8H7n93l799uoUOVKBqkyv71TOk+plkkgyP/7m7Nnn6IoJfr7sUQd9wsPDzf7/eL0Tsxp4MCB+Pv7ExISQkxMDPfu3cPb27vYbdHpdKZeNznbkvO7aWNjU6LtYok6ciaqi7Nd75c1hFtpjRkzhgMHDrBw4UJSU1MB6QlRImoNDJoFq8ZAQUcrg2ZW+iQQGG/i6NixI8ePH2fFihWmRNDq1atJT08HKsewcFn69u1L7dq1uXPnDu+//z5gnN/IxcWlnFsmhBBCWJ/MESSEEEKICmVQq5rMG90eP7fcQ5X5udkzb3R7BrWqWU4tKz/nz5/nn3/+AcDf3z/XhOgl4eXlxahRo/jnn38YOnQoAKdPn+bq1au5ylnjLvGck6XnrL9t27am37MSRWWlZcuWtGnTBshO/gQFBXHo0CGg4Itc7dq1Mz0v6zZXRP3q9WN279n4OObu8eTr6Mvs3rPpV6/iDx1kDQV9f21tbWnZsiVQ8r8fS9Rxv2PHCh+eM+f7pUk8FbQvyOn06dOFDn135swZ08XonG1p2LChaT6ikm4XS9TRqFEjHByMwxUWZ7tay1NPPYWdnZ0pCdSlSxer9gSt0gKGwlNLwfW+YxLXWsbXA4aWT7usICsGnj9/nrNnzwLZw8I1atSILl26lFvbikutVps+jyRDhRBCVDeSCBJCCCFEhTOoVU32T+nLype78u3TbVn5clf2T+lbLZNAKSkpjBkzBkUx3nH8zjvvWHQIlqxeQpB7HhPANG9QWlpaoXVktc0cWROqg/FCaxZvb2+6du0KGJMxWZO0l5WsC0OnTp3i4sWLpoQQwLPPPpvvMu3bt6dOnToA/PTTT6aLStVZv3r92DpiKwsHLmRWz1ksHLiQLSO2VNskUFHf36xE7KVLl0zDLBWXJerIadu2bYSGhub7nsFgYMmSJYCxt0t+PeXMkZycTGBgIGCcRyhn75ucoqOjWb9+fYH1LFy40PQ85xwlGo2GwYMHA8bPc/HixWK30RJ1aLVaevfubarDnO1qTe7u7gwfPhw7Ozvs7OwYO3as1ddZpQUMhbfOw9gNMOIX48+3zlWpJBAY58jLGmr1119/5fbt2+zbtw+oXL2Bsjz//POm74C/vz/9+/cv7yYJIYQQZUISQUIIIYSokDRqFd0aeTGsbW26NfKqlsPBBQYG8uCDD5qGbHvooYeYNGmS2cufPn2a06dPF/i+oijs2LEDMN6Rf/8cNzVrGhNvN27cKDTZM336dN577z3u3i18gu4zZ87w5ZdfAsa7cocMGZLr/f/85z8AxMfHM3LkSGJjYwusKy0tjTlz5lgs+fLMM8+YeiX8+uuvrFy5EoBu3brlSljlpFar+fe//w0Yt9GYMWMKTZrFx8fzww8/WKS9FZlGraGTXycGNxxMJ79O1XY4OHO+v2+++SbOzs4AvPDCC1y4cKHQOjdu3Gi6I9+SdeSUlpbGhAkTcs2Rk2XmzJmcO3cOgPHjx2NnZ2d6LzExkS5durBhwwYMBkOB9RsMBl5//XUSEhIAYyKrsN6Hb7/9dr7Dpu3Zs4effvoJgA4dOtCpU6dc73/wwQdoNBoMBgMjR47k9u3bBa5Dr9ebLnBbuo6s//PCtuuMGTNM29XafvvtN1JTU0lNTS1WPBEFUGugQU9oPdL4swru7/z8/Ojbty8AK1euZMWKFaZjgsqYCGrVqpXpO3Dr1i2z5hMUQgghqgKZI0gIIYQQopxERERw/vx50+9JSUnExMRw9uxZ/vnnH7Zv32662NK1a1dWr16NjY2N2fWfPn2aF154gU6dOjFkyBDat2+Pn58fGRkZBAUFsWjRItPcJUOHDjUlfrJ0796dRYsWERERwdtvv83o0aNNQyXZ2NhQr149wHgB+KuvvmL27Nk8/PDD9O3bl7Zt2+Lt7Y2iKAQHB7N161aWLFliSpS8/vrrNGnSJNf6Bg8ezJtvvsm3337L3r17adGiBRMnTuTBBx/Ey8uLpKQkrl27xr59+1i7di0xMTEWu6O9Tp06PPTQQ+zevZs5c+aYklBFXeSaOHEi27dv588//+SPP/7g5MmTTJgwgc6dO+Pm5kZ8fDyXLl1i9+7drFu3Dnt7e1577TWLtFmUL0t8f319fVmyZAkjR44kNDSUjh07Mm7cOB555BHq1KlDRkYGt2/f5ujRo6xevZobN26wfv16HnjgAYvWkVPHjh1Zv349PXr0YPLkyTRp0oSIiAiWLFnCb7/9Bhi/L1OnTs2z7NGjRxkyZAi1a9dm+PDhdOvWjXr16uHi4kJsbCynTp1i4cKFpqSHm5sbn376aYHbuE2bNgQGBtKhQwc++OADOnfuTFpaGps2beLrr79Gp9Oh1WqZM2dOnmVbt27Nl19+yeTJkwkMDKRVq1b861//om/fvvj6+pKamsrNmzc5dOgQq1evJjQ0lHPnzpl6+VmqjiFDhjBkyBDWr1+f73ZdvHgxv//+u2keFiEqoueee47t27cTEhLCjBkzAOO+wpyhBRMTE1m8eHGR5erWrWtKOOW0f/9+s9o4dOjQEs9bJoQQQlQLihBCCCGEKDO7du1SMM4sbdbD29tb+eyzz5SMjIwC68wqO23atFyvL1q0yKx1dO/eXYmKispTb0JCgtKwYcN8l6lXr56p3JdffqloNBqz1qVWq5XJkycrer0+389iMBiU6dOnK1qttsi6nJyclOTk5AI/c1BQkNn/L4qiKAsWLMhVv1arVSIiIopcLj09XZk0aZKiUqmKbHODBg2K1SZRsVjj+6soirJu3TrF09PTrO/Pzp07LV5HUFCQ6f1FixYp48aNK3D5mjVrKhcuXMiz/pSUFMXPz8/sbdOkSRPl+PHj+X6WevXqKYAyduxYZcGCBQXuD2xtbZWVK1cWum1/+uknxdHRscj22NraKlevXrVKHfHx8UqPHj0KXK5du3bKiRMncv0flFTOfeCuXbuKvfy0adMK3YfmrD+/dub8Wxo7dmyx1y8qpvj4eMXBwSHX3+3XX39d6DJZ32NzH8OGDTMta+7xS87HqVOn8qz7oYceKtHnlb9hIYQQVZH0CBJCCCGEqADUajUuLi64ublRr149OnToQM+ePXnsscewtbUtUZ3PPPMMvr6+bN++nWPHjnHnzh3Cw8PR6XT4+PjQvn17Ro0axdNPP41anXfEYGdnZw4ePMiMGTPYtm0bwcHBJCcn5yn3f//3f4wZM4bNmzezd+9ezpw5Q1BQEHFxcWg0Gtzd3WnWrBkPPvggY8aMoVmzZgW2WaVS8dFHH/H888/z448/snPnTm7cuEFcXByOjo74+/vTrl07BgwYwOOPP26aiN0SRo4cyWuvvWbqtTRgwAC8vb2LXM7Gxoa5c+cyadIkFixYwO7du7l16xaJiYk4OzvToEEDOnTowCOPPMJjjz1msfaKiqO0398hQ4YQFBTEggUL2LRpExcuXCA6OhqtVoufnx8tW7akb9++jBw5En9/f6vVkWXRokUMGDCAn376iXPnzpGYmEi9evUYPnw477//Ph4eHnmWsbe3586dOxw+fJgdO3Zw+PBhLl++THh4OKmpqTg5OVGrVi3atGnDsGHDGDFihFnb5qWXXqJVq1Z8/fXX7N+/n6ioKLy9vXn44YeZMmUKAQEBhS7/8ssvM3ToUObPn8+2bdu4fPkysbGx2NnZUbt2bVq3bk3//v0ZMWIENWrUsEodLi4u7N69mx9//JGlS5dy8eJFVCoVjRo1YtSoUbz11luEhYUVuS2EKC8uLi4MGTKEVatWAcY5tJ5++ulybpUQQgghikOlKMWY3bcI4eHhhIWFkZSUhI2NDe7u7vj7+5smGhZCCCGEEEIIUbHcvHmTBg0aAMYk0Lhx48q1PfXr1yc4OJixY8eaNaSUEEIIIYQQonCl6hF08OBBNm/ezJ49ezh16lS+d4gCNGjQgC5dujBgwAAee+wxvLy8SrNaIYQQQgghhBBCCCGEEEIIYYZiJ4LCw8OZP38+ixYt4tatW6bXC+tYdOPGDYKCgvjtt9/QarUMGjSIV155hYEDB5as1UIIIYQQQgghhBBCCCGEEKJIZieC7t69y+eff84vv/xCenq6KfGj0Who2bIlHTp0wMfHB09PTzw8PEhJSSE6OpqYmBiuXLnC8ePHiYqKIiMjg/Xr17NhwwYCAgKYNm0aI0eOtNoHFEIIIYQQQgghhBBCCCGEqK7MSgRNnz6dL7/8kuTkZBRFwcfHh1GjRjFixAg6depk9iS9QUFB/PPPP6xYsYK9e/dy4cIFRo0aRZcuXfjpp59o1apVqT6MEEIIIYQQQgghhBBCCCGEyKY2p9D06dNJSkqiX79+bNmyhbt37/Ltt9/Sq1cvs5NAYJwr6KWXXmLnzp3cunWLTz75BA8PDw4fPszatWtL/CGEEEIIIYQQQgghhBBCCCFEXiqlsMl9Mj322GNMnTqVLl26WLwBSUlJzJkzBxcXFyZNmmTx+oUQQgghhBBCCCGEEEIIIaorsxJBQgghhBBCCCGEEEIIIYQQovIxa2g4IYQQQgghhBBCCCGEEEIIUflIIkgIIYQQQgghhBBCCCGEEKKK0lqz8jt37nDmzBni4uJwdXWlTZs21KlTx5qrFEIIIYQQQgghhBBCCCGEEJmskgi6evUqr776Kv/880+e9/r06cOcOXNo1qyZNVYthBBCCCGEEEIIIYQQQgghMqkURVEsWeH169fp1q0bUVFR2NjY0LBhQ9zd3QkJCeHu3bsAeHl5cfjwYRo1amTJVQshhBBCCCGEEEIIIYQQQogcLD5H0H/+8x+ioqIYOXIkt27d4uLFixw6dIjbt2+za9cufH19iY6O5j//+Y+lVy2EEEIIIYQQQgghhBBCCCFyMLtHUEZGBjY2NkWW8/b2Rq/XExkZiUajyfP+ihUrGD16NF5eXkRGRha/xUIIIYQQQgghhBBCCCGEEMIsZvcIatWqFdu2bSuyXGJiIj4+PvkmgQDq1q0LQFJSkrmrFkIIIYQQQgghhBBCCCGEECVgdiLo6tWrPPLII4wcOZKQkJACyzVp0oRr165x8ODBfN9fuHChqZwQQgghhBBCCCGEEEIIIYSwHrMTQRs3bqRBgwasXbuWFi1aMGPGDDIyMvKUmzBhAgaDgYEDBzJ58mT++OMPtm3bxsKFC3n44YdZsmQJKpWKCRMmWPSDCCGEEEIIIYQQQgghhBBCiNzMniMIID09nZkzZzJr1ixSU1Np0qQJ3333HQMGDMhVbtKkScyfPx+VSpXr9axVTZo0iTlz5lig+dWDwWDg7t27uLi45NmmQgghCqcoCgkJCdSqVQu12uz7H6osiSlCCFFyElOySTwRQoiSk3iSTeKJEEKUXHHiSbESQVmCg4N5/fXX2bBhAyqViuHDh/P111+b5v8B2Lt3L0uXLuX06dPExcXh5uZGmzZtGDt2LL169Sr+p6rGbt++jb+/f3k3QwghKrWQkBDq1KlT3s0odxJThBCi9CSmSDwRQghLkHgi8UQIISzBnHhSokRQlo0bN/LGG28QFBSEo6Mj//73v3n33XexsbEpaZUiH3Fxcbi7uxMSEoKrq2t5N0cIISqV+Ph4/P39iY2Nxc3NrbybU+4kpgghRMlJTMkm8UQIIUpO4kk2iSdCCFFyxYkn2tKs6NFHH6Vfv37MmDGD//3vf0ydOpUlS5bw3XffMXDgwNJULXLI6hrr6uoqQVEIIUpIhhkwkpgihBClJzFF4okQQliCxBOJJ0IIYQnmxJNSD0RqZ2fHxx9/zIULFxg8eDBXr15l8ODBjBgxglu3bpW2eiGEEEIIIYQQQgghhBBCCFFCFpuRrkGDBqxfv56//vqLunXr8ueffxIQEMDnn39ORkaGpVYjhBBCCCGEEEIIIYQQQgghzFSiRNDBgweZO3cuM2bMYO7cuRw8eND03tChQ7l48SIffvgher2eqVOn0qpVK7Zu3WqxRgshhBBCCCGEEEIIIYQQQoiiFWuOoMOHD/PCCy9w5cqVPO81adKERYsW0a1bN+zt7fn0008ZN24cr7/+Olu2bGHw4MEMGzaMb775hrp161rsAwghhBBCCCGEEEIIIYQQQoj8md0j6Ny5c/Tr14/Lly+j1Wrp1asXTz31FL169UKr1XLlyhX69+/P2bNnTcs0atSITZs2sWbNGvz9/fnrr78ICAjgs88+k+HihBBCCCGEEEIIIYQQQgghrMzsRNC0adNITk6mWbNmXL16lV27drFy5Up27drFtWvXaNGiBcnJyXz88cd5ln388ce5ePEiH3zwATqdjo8++ohWrVpZ8nMIIYQQQgghhBBCCCGEEEKI+5idCNqzZw8qlYoZM2bkGdrN39+fzz77zFQuPw4ODnz22WecP3+e/v37c+3atVI0WwghhBBCCCGEEEIIIYQQQhTF7DmCUlJSAKhRo0a+72e9nlWuII0bN2bLli2sXbvW3FULIYQQQgghhBBCCCGEEEKIEjC7R1CzZs0AWLJkSb7vL1++HICmTZuaVd8TTzxh7qoLFBERwYYNG/joo4945JFHqFGjBiqVCpVKxbhx44pd3+bNm3n88cepU6cOdnZ21KlTh8cff5zNmzebXYdOp+PHH3+kZ8+eeHt74+DgQKNGjZgwYQIXLlwodpuEEEJYn8QTIYQQliDxRAghhKVITBFCCGFRipnmzZunqFQqRa1WK4888oiyZMkSZdu2bcrSpUuVIUOGKGq1WlGr1cqcOXPMrbLUgAIfY8eONbsevV6vvPjii4XW99JLLyl6vb7QeiIjI5VOnToVWIednZ2yYMGCYn/OuLg4BVDi4uKKvawQQlR35uxDq0s8URSJKUIIURpF7UMlngghhDCHnKNkk3gihBAlV5x9qNk9giZOnMirr76Koihs2bKFF154gUGDBjFu3Dg2bNiAoii8/PLLvPLKK+ZWaVF169ZlwIABJVr2ww8/5JdffgGgXbt2rFy5kqNHj7Jy5UratWsHwM8//8x//vOfAuvQ6/U8/vjjHDt2DDD2eNq8eTNHjhzhu+++w8fHh7S0NCZMmFCsuy2EEEKULYknQgghLEHiiRBCCEuRmCKEEKLUiptl2rdvn/Liiy8qHTp0UBo3bqx06NBBGT9+vLJr167ip6xK6aOPPlLWr1+vhIWFKYqiKEFBQcW+O+Ly5cuKVqtVAKVjx45KcnJyrveTkpKUjh07KoCi1WqVq1ev5lvPL7/8Ylr3K6+8kuf9q1evKq6urgqgNG7cWMnIyDD7c8rdEUIIUXLm7EOrSzxRFIkpQghRGkXtQyWeCCGEMIeco2STeCKEECVXnH1osRNBFVlJguKkSZNMyxw6dCjfMocOHSo04CmKorRo0UIBFE9PTyUpKSnfMjNmzDDVs2rVKrPapygSFIUQojRKsg+tqvFEUSSmCCFEaRR3HyrxRAghRH7kHCWbxBMhhCg5qwwNVxUpisLff/8NQPPmzenatWu+5bp27UqzZs0A+Pvvv1EUJdf7V65c4eLFiwA89dRTODo65ltPzsn8/vzzz9I2XwghRAUh8UQIIYQlVId4kq7TsfjEDj7ZtZzFJ3aQrtOVyXqlHUKI6kZiSsVX2dsP8hkqgsrefqgan6Ey0JZ3A8pTUFAQd+/eBeChhx4qtOxDDz3E5cuXuXPnDjdv3qRBgwam9/bv35+rXEH8/Pxo2rQpV65c4cCBA6VsvXn0Bj0nI04SmRyJt6M37X3ao1FrymTdQghRXUg8EUIIYQlVPZ58se8Pll39DkUTa3pt9hl3nm/yBu/2fNLq65d2CCGqE4kpFVtlbz/IZ6gIKnv7oWp8hsrCrETQiRMn6NChg9UakZKSQnBwMM2bN7faOvITGBhoel7UunO+f/HixVxBsbj1XLlyhZCQEJKSknBycipus822I3gHM4/OJDw53PSar6Mv73d+n371+lltvUIIUd1Uh3jyvyMzqB19C2+9nkiNhjuedXmvywcST4QQwoKqcjz5Yt8fLLn+CahBleN1gzrW+DqUycm+tKNgeoPC0aBoIhJS8XGxp3MDTzRqVdELCiEqJIkpFfcCcmVvP8hnqAgqe/uhanyGysSsRFDnzp159NFH+eijj+jYsaPFVp6cnMwPP/zA7NmzeeWVV/joo48sVrc5bt++bXpep06dQsv6+/ubnoeEhJS6HkVRuH37tqn7raXtCN7B27vfRiF3l96I5Aje3v02s3vPlot3QghhIVU9nmzcOJGl96Lx0+tNr4dF3mNW1ER49EerxBPpgSSEqI6qajxJ1+lYdvU740n+fXkFlQoUBZZe/RK9QW/Vfb3eoOfX619XinYsu/Idr3QehpOdrdXakdOW86FMXx9IaFyq6bWabvZMGxLAoFY1y6QNQgjLkphi3X15SVWUWFQa8hnKX2VvP5h/PPRmt8ex1VbrQc0sxqyt6ObmxoYNG9i4cSM9evTg+eefZ+TIkXh4eJRopfv372fFihWsWrWKmJgYFEXBy8urRHWVRkJCgum5s7NzoWVz3sWQmJholXqypKWlkZaWZvo9Pj6+0DrvpzfomXl0Zp4kEGB6bdbRWfTx71NuOwO5wCeEqEoqajyB0sUUvUHP/h3v8VVEZJ73fPR6voqI5NMdU+jzwlGL7sOlB5IQorqqqvFkxZndKJpYCupbolIBmmR+vfmZ2XWWmIZK0Q5FG0unRcNRpdfGjho4qmvgauOLp60vnvZeuDnY4mKvxdXBBld7G1wdtLja2+R5zU5bdHzecj6USctPomBA4xiESpuAonMhLK4Bk5afZN7o9mWaDJKeSUJYRkWNKaW95lWhYkpJVZRYVBryGcpfZW8/mHU8NOfQNt568BFU92eLRLGZlQi6du0aU6dO5eeff2b//v0cOHCA119/nd69e9O1a1c6depEu3bt8PHxQXtfhi4+Pp4rV65w7Ngxjh49yq5du0x3FyiKQocOHZg1axZ9+/a1/KcrQmpq9t1OtraF32llZ2dnep6SkmKVerLMmDGD6dOnF1pPYU5GnMw1HFx+wpLDGPrXUPxd/PGw98DD3gNPe0887HI8z3zdxcbFol82GbJOCFHVVNR4AqWLKSfDjjHx7k0A1Pe9pwYMwL/uBjFg1cP4ONfEzd4Ndzt3POw8cLMzPne3dzf+zPGw19oXuM4dwTvYsHECS+/F5OmBNDNqAjw630o9kOSikxCi/FXVeHIrPsyscmqdD3YqlxKtwxxpSgIGbUSlaYfGIQQcQsgA4jIfIYCSqkVJcMeQ4YEhwwMlwwNDhnvmTw8UnQtZkdtOq8YlR6LImCTSml5zttOyYO8NNC7nsfNdj9omzrR+Q4YbaeFDmL7env4BfmUSF6VnkhCWU1FjSmmveVWUmFJSFSUWlYZ8hvJX2dsP5n+GOftOsXy3DW383Wnn707buu608XfH1d6mDFpZtZiVCPL09GTOnDlMmTKFmTNnsmzZMpKSkti2bRvbt2/PVdbR0REPDw9SUlKIjY3FYDDkel9RjD1SunXrxltvvcWTT5bfOH/29tkXotLT0wstm/NuBQcHh0Lryfl7cerJ8sEHH/D222+bfo+Pj8/VTbco4UlFf4kAbiXc4lbCrSLLadXaPAmigpJGnnaeuNq5olbdf8nQaEfwDibvngwKuVK+4UnhTN49ma97fy3JICFEpVNR4wmULqbogvblSsbcTw3U1OtZdO0sd7WBxGk0xKrVxGrUxKrVBKs1xGnUxGT+HqfWkKBWYa91wM3ODQ/7HAkjO3dcbV25ffRHZkdE5VmXj17P7Igopm55lz4vH7doD6TyuOgkiSchRH6qajyp6+pneq5WFNqnppl6fJ60t8OQedPZ5LYfMK6D9c4FFp/YwVfnJxdZrqK0o7fvSHxdnLmTGEpY8l0iU0KJy7iHSq1DZReF2i5vvARA0WDIcDMliuIz3IlN90BJ8sCQ7oGicwWy46jW5Tz2tZfnqUaljcO+9nIi70D3mQq+rvbZvY7uSy5lv5a7d5KzndbsmwqzeyblFhaXWi49k4So7CpqTCntNa+cMaUw1t6Xl1RFiUWlIZ+h/FX29oP5n0Gld+FeUjo7L0Ww81L2Ne/GPs609Xc3PZr7uaDV5H89WhgVa4C9unXrMnfuXGbMmMFvv/3GqlWrOHjwYK4dfVJSEklJSfkuX69ePYYNG8bLL79My5YtS9dyC3Bxyc6IFjYMApDrM93fFfb+egoLioXVk8XOzi7XXRTFFRVr3rIdXJ6jhU9t0pUE0pV4kvVxJGTEEp8eS2xaDNGp0aToUtAZdESmRBKZkndooPxoVBrc7NyyE0SZCSN3O3eWXPgVRck79iOZYz9OP/B5uQ5ZJ4QQJVFR4wmULqak3yv8s2Spq9NTV1dwwiinDCDelCzSmJJGcRo1sSo1H8bHoyJv9/CsHkivRQQz79QcHq7fn3qu9XC0cSzGJ8qrPIbDkbudhRAFqarx5Nk2vZl9xp2+KXd5P/q+Hp8aDTM9PdhpX4tn2/QuUf3FbYdBHZv3fATj+Yha715h2vFVvw/zjImfoc8gLDmM0MRQ7iTe4W7SXe4mGh+hSaGEJYWhR4/aNhq1bXS+61ehxknjhYPKm7Q0V+I4ZXy9gPH57XzXE34tgPD4tHxqK5xaRa4eSbkSRpmvu9jb4GynYebmS/kMbp59D+H09YFl1jNJiKqgosaU0l7zqij78pKq7O0H+QwVQWVvP5j/GU68M4FrkcmcvhXLqZBYTofEEBKdwrWIRK5FJLL6hHEeMwcbDa1ru9G2bnbPoZpuBd/kVB2VaKYlNzc3JkyYwIQJE0hPT+fYsWMcPHiQ27dvExkZSXR0NPb29nh7e+Pt7U3r1q3p2bNnkZPKlbWc7ck5+V1+ck6Wd/+dCvfXU6NGjSLrUalUVtsebuqmGDLcUGnjCvwiKTo3dh9tyW7UgGeeMs52xru3fOwN2NunYm+XjI1tMmptMipNEoo6Eb0qgQwSSDPEk6KPJ1EXR4o+Eb2iJzo1mujUAk48CjhuV6kgNiOSo6HH6Fa7aym2gBBClK2qGk/UDg+YVe7zjKcJU7zwUCXiqUrAnQQ8VIl4ZP50VyXiSQKOqjRsAC+DAS+DAdAVrz0YeyCdOPY9888vAMBZ44WnbW287OrgbV8HH/s6+DrUxdveF1utDVqNChu1Go1ahY1GhVajRqtWYZN5p9DUvy6U6XA45XG3s/Q+EqLyqKrxxFar5RO3Hgy9NS/Pez56PbMjo1jX+kmrTwRsq9XyfJM3WHL9kzw3p2UOXMHzTd+o0O2w0djg7+KPv0v+d8/rDDoikyPzJImynocmhaIz6EjUR5JIZKFj84OxbSqbOF58WKF7nY7Ep2aQkKojPiWD+MyfCak64lMzcr0Wn5pBhl7BoEBcSgZxKRlAwUMPFkUBQuNS2Xslkj7NfUpcjyg5OZ6ofKpyTKkI+/KSquztB/kMFUFlbz8U/hmyjG7yOq4OdrSva0f7uh6m16MS0zgTEsupW7GcDonlTEgsCWk6jt6M5ujN7OvRvq52tPV3p11dD9r6u/NAHTccbSvuNrG2Un9yW1tbevToQY8ePSzRnjIVEBBgen7p0qVCy+Z8v0WLFoXW07Zt2yLr8ff3zzWJniX5uTqRFj4E+9rLC9wZpIUPobmfG2qVisQ0HYlpOhIyD9YB02vEg/HSm3Pmoyg6VNpkVJpEVJokbO2SsbNLxdY2GZ1NEBm2V4qs4dV/XqODX3va+bTlAe8HaF2jNW52bsXcCiUjB7dCiJKoqvFEW78noQdc8CUhzxxBYOyhE4Yr/o++R48ariSmGmNJYpqOa6m6XL8npOpITU1GnRKNTVoMNmmxOOrjMhNHiXioEnlAe4FOFD1k6ezwexyyd+KMg4Yz9mlc1kVxK+VsrjKKQYMhwwtDeg0Mad4Y0r1R0msYf+qzt5e5w+F4ONpib6PB3kaNg40GB1sN9loN9rYaHHK8bp/5MJWxUZt+t9GomfrXhTK921l6HwlRuVTVeIJBz/Dgv+8fHRownmkowPDgdWD4DKw8MsC7PY1Dky+7+h2KJja7HXp3nm/6hul9a7NWO7RqLTWda1LTOf99vN6gJyolypQY2nlrF9uCtxZZb7uGGh5u5Gt2OxRFIU1nMCWF4u9LHt2fULoWnsDFsIQi631h8THqeznSoqYrATVdjT9ruVLTzb7KTiJdEc5R5XiicqqyMYWKsy8vqcrefpDPUBFU9vZDwZ+BzOvZjfzyPy6s4WzHwy18ebiF8djEYFC4HpmY2WMoltO3YrkUFk94fBpbL4Sz9YJxnnq1Cpr5uRqTQ5m9hhp7O6OuJtd+q28KDGjQoAG1atXi7t277Nmzp9Cye/fuBaB27drUr18/13sPPvig6fmePXt4+umn860jLCyMK1eMiRBrJs46N/DEW92RyDvGbvyqHHc4KzrjHc7e6o5sfKNnngPINJ2exFSd6aJd9s8M4wW9NJ3p/Ty/m8rakprmCkBKcvZ9XxrHujjWKzoRlKGkcTj0EIdDD5les8ePGtom1HZoTiPXAJp4NsHb2REvJ1s8Mx/2NqU7aZSDWyFESVXZeNLImw+1k/hc9z8MkCsZlDUD4HfaiXzWtWGJLkjo9AZT7EhI1RF0fBOcnFDkch6KnsEp8QzODDBpKhsu23lz1s6Zk3YqjtulEaPVo7GLQGMXAffPjWlwRJXhjT7NC5XTBQA0KLRPyT1nhR5VqYbDKa6su52f/PEQ9bwcTXMruNjb4GyvzZzcW4uzXfa8C672NjjZafIdC1nmWhCi8qmq8YTggxB/t8CeJyqA+DvGcg16Wq8dmd7t+SRvdnucFWd2cys+jLqufjzbpneZ3zVbHu3QqDX4Ovni6+RLO592+Dj6mJUI8nUqXi8clUplujnCx7XgYaSyHLp+j2cWHDar7pv3krl5L5nN57MnjHdzsKFFTRcCarrRoqYLLWq60sTXGTttyc8RJQGT3QY5nqicqmxMyVRR9uUlVdnbD/IZKoLK3n7I/zPobIL59tQ3/O/Y/+haqyu1nWsXWodaraKJrwtNfF14qqOxV2Nyuo5zt+M4naPnUFh8KhdD47kYGs/Ko8abUF3stDzg75aZHPKgbV13ajgXb/jKinDMYI7K81dhBSqVimHDhjFv3jwuXbrE4cOH6do175Bkhw8fNt3VMGzYsDx3GjVt2pQWLVpw8eJFVq1axVdffYWjY945CxYvXmx6/vjjj1v2w+SgUauYNiSASctTSU4IQJ1jzgNDcgNAzbTRAfn+QdppNdg5a/Aq5h/8/TL0BpJyJJMS03QcvdGYuTdWFTlkXWrIaNQOd9A43ELjcAu1XRSphHFbF8bthH0cSQAlxBZ9Sh30KXUxpPijT6mLo8YdT2dbPJ3sTAki009nu1xJIy9n21xdAeXgVghRGlU5nvQePp5XVqTzkc1Saqmyu1iHKZ58kjGG4SPHl/gAR6tR4+5oi7ujLQDNBo8k/NS7eCvxBfZAilS5UOPZpWhCT0DIUQg5il1qLA+k3uWBVBidWTbDoz4x3k244erNWXt7TugTCUoIJjQpFNTJKHbBqO2CAXg4KZn37+UzZ4WXB/84wYv9FPrU60JKhp7UDL3pZ2qGnpR0Q+7fTT8NpKbrSdXpSUk3vh6XnEFCWtHD4Z28FcPJWzHF2paOtprMpJEWZ3sbXOw0HL8ZI3MtCFHJVNV4QmK4eeXi7livDfex1WorxOTJ5d2O9j7t8XX0JTy58P+jv6/9TWP3xnjYexRarqQ6N/Ckpps9YXGp+cYuFeDnZs/fr/bgSngiF0PjCcy8kHMtIpG4lAwO34jm8I3sYxWtWkVjH+dcvYda1HQx61xXEjBGeoPC9PWBcjxRSVXZmJJDee9DS6uytx/kM1QElb39kPcz6A169t7Zw6mIU0w9MJWfB/yMWpXfVYKCOdpq6dLQiy4NvUyvhcWlcjokhlOZ8w2dux1HQpqOA9fuceDaPVO5Oh4OuYaUa1nLtcAOCBXhmMFcKkVR8ovpldLNmzdp0KABAGPHjs0VhApy5coVAgIC0Ov1dOzYkb179+LgkD2RVEpKCr169eL48eNotVoCAwNp0qRJnnoWLlzIiy++CMCrr77KDz/8kOv969ev0759e+Lj42ncuDEXL15Ea2Z2Nj4+Hjc3N+Li4nB1dTVrGah4f4h6g0LXb78mxWMRkP+QdQ4xL3Dw9bdITNNxLymd6KR0QuIiuXDvHNfiArmTcol7umvo8xlf2pDugT6lrulhSK1JYblOexs1Xk52eDjacCUikXSdAe6bLFyfmTir6WbP/il9y/XgtrJkl4WoaEqyD62q8QRKtj22nA/l03Xn8E88gw+xROBOiHMbpg5tbfF4cmrrEtocegPIvwfSmW7f0W7g2BxvGODeVQg5kvk4BlGX81Zs5wb+ncio3Z4wz7pcdnRh0519GAL/YnZEVIHre9unBkfcfWjj3YZmns1o4dmCZp7NqOtSF00xhy/Kfbdz/vEG4KUHG+DjamfqKZXVMzchR4/c+MzXUjMMBa7PHH2aefNgE2+a+brQ1NcZbxe7Ug+tI/FKVGXF3YdKPMkUtA+WPFZ0pfYe0O0V6PACOHub3RZROjuCd/D27rcBUPK95G/kZufG/3X4P4Y1HlbsizHmyEp8GNuRLSuCFJT4SNPpuXpfcuhiaELmvER5+bra3ZcccqVBDSdTrCooAVNUOyxJb1B4cNbOXOfy97fFz82eLW/1Qqc3kKbLeuhJy8h+nl7A67me6wwFlruXmM6NqKQi27vy5a50a+RVZDmRTc5RspX0mpcQomq7FX+LketHkqJLYUqnKYwOGF30QsWk0xu4Ep7IqZAYTmf2GroWmcj92RIbjYqAmsYh5drWNfYcquflyNYLYeV+zFCcfWilTgTt37+fa9eumX6Piori3XffBYzdUF966aVc5ceNG5dvPR988AEzZ84EoF27dkyZMoVGjRpx/fp1Zs2axalTp0zlPv/883zr0Ov1PPTQQxw4cACAESNG8PLLL+Ph4cHRo0f59NNPiYiIQK1Ws2HDBh555BGzP2dpgmJFuxiz5Xwor/29tMBJuX8YNqbIL4hBMRAUF8SZyDOcjTzLmcgzXI+9nuekRYMN7toGOCkNUWfUJz2xDnGJTkQnZWQmfXLTFjJZuC6hFW4ONtR2d8DH1Q4fFzu8XezwcbHP/Jn9u4Ot5cc1r2hJPSEqE3P2odUlnkDJY0pZxpNTW5dQ69B0fMm+IycML0K7TcudBCpIcjTcPp6dHLpzAjKSc5dRqUn2qA8xQTgoSr7DFRmAcI2GQf61MNyXHHHQOtDEownNPZrT3Ks5zT2a09ijMQ5ah3xqMsq6qBNpOF5gvPFWdyzWjQfpuuweuAlZyaJUHXuuRLDscNHzLd3PzcGGZr4uNPF1ppmfC018jAkic3sKS7wSVV1R+1CJJwUw6OGbVhAfCgUlGlRqUDKP0TW20GokdJ0INdsUq12iZHYE72Dm0Zm5egb5OfoxpfMUajjU4JPDn3A15ipg7EU0tetUGns0tng7LBVHFEXhblwqF+/mTA7Fc/Necr7l7W3UNPNzpbmfM5vPhRGfmn8P3qwEzN53+6BXlMykid6UOEnNTKKk63K+biAtI/t5rvcy8pZL1xuIiE8jMDS+WNuuPH37dFuGtS182B6Rm5yjFG9bCCGqp98v/c5/j/wXO40dfwz5gwZuDay+zvjUDM6GxHE6JMY0rNy9pPQ85dwdtKRkxv38ZB0zWLtjQbVJBI0bN44lS5aYXb6gj2owGHj55ZdZuHBhgcu++OKL/PTTT6jVBd/5FBUVxeDBgzl27Fi+79vZ2fHDDz/kCdZFqWpBccv5UD5ef57IjIumO6G9bVrw8ZBWJb5IlJieyPl75zkbedaUHIpNi81TzsfBh9berWnu0Zq6js3xtGnIzsAYFp5eb5osPL+eSql3RqNLaGVWW5zttKbEUL7JIlfja+4ONmZNRlYR7kgTojIzZx9aXeIJVJ6YotfpuHRkKykxd3DwqE3zLgPRlHScY70Ows9nDiV3BG4fhVjzkyTXhn3LKScnLt27xKWYS1yNuUqKLm/PVLVKTX3X+jT3bE5zz+Y082xGc8/meNp7msp8se8Pllz/BMg/3oxt9JFFJvU0d66FJ9rVIindeCf1zXtJGAo4KqzhbEsTHxdjcsjXOTNZ5IKbg42pjMQrUR0UtQ+VeFKIwHWwakzmL/n09xi50JgwOjLPmMDPUrc7dJkAzR8DTbUe2dzq9AY9JyNOEpkcibejN+192pt6v2YYMvg18FfmnplLii4FrUrLmJZjmPDABBxt8g4RVbp2WO/mk8Q0HZfD4gm8G09gaAIXQ+O5FBZf6h625c1Wo8ZOq8bORm0c7l2rxlarxs7G+Nz4yPHc5v7fc5ezzXweFJXI/7YWPc+v9AgqPjlHyVZZzk+EEGVPURQmbJ/AodBDPFDjAZY8sgStumyPBxVF4XZMCqdCYjl9K5ZTITFcuBufbyeD/Fg7RkoiqABFfdRNmzbx008/cezYMaKioqhRowadOnViwoQJZt/NoNPpWLBgAStWrODixYskJSVRq1YtHn74Yd58801atmxpdnuzVMWgaO07yxVFISQhxNRr6GzUWS5HX0av6HOV06g01HJoyK2EYFCnFzp30QetllLb3ZnIhDQiElIzfxofWa8V5wRCq1blSBZlJY7sc/QussPTyZZR8w8RVsAk5WWVXRaiMivLk6wsFTWeQNWMKSUSHwoHv4XD84ouO/Bz6Paq6Ve9Qc+thFtcir7EpehLXI6+zMXoi0SnRue7uI+jD809m9PEvQmrr6wmLj0u33JgvPt6y4gtxR527n5ZvY+KmmshZ/xIzdBzPTKRq+GJXA5P4Gp4ApfDEwiJzpv0MrXX1Z4mvs409nFm7ck7BQ7DI/FKVBVllQjKUuXiSeA62DIF4u9mv+ZaGwbNhICh2a+FHIMjP0LgX2DI7JnhWgc6vwTtx4KjJ6J8hCaGMuPoDHaF7AKgllMt/t3l3zzk/1A5t6zk9AaFm/eSuBgaz9+n7rD9YkSxllerMufatbkv4WKjzkzQ5P9ezoTL/a/fupfEdzuvFbnuJeM70bOxt1k3GJZEUccTAC72Wk7+pz82WssPF1iVyTlKNjk/EUIUJiwpjCf+foKEjATeaPcGLz/wcnk3iXSdgfl7rvPV9qJvlrB2r9lqkwiqLiQoWkaKLoXAe4G5eg1FpkSavfyC/r/QtVbnAt9XFIXENF2OxFAaEfGpRCamERmfRmRiGhHxxoRRTHL+F8pKSu7AEqJgsg/NTbZHDubOWQFQoxk0GwTNBkOdTnBfokZRFKJSooyJoZjLXLx3kcsxlwmODy52sxYOXEgnv07FXu5+JZ1r4X5JaTquRSRyJTyBqxGJXA4zJonuFjBvQWEkXonKTvah2Uq8LQx6CD4IieHg7Av1uufZp2av5C4cX2h8JGcOF6p1gDajoPME8A0o/QcRJbLz1k5mHJ1BWFIYAA/XfZj3O7+Pn5NfObesdMztUfvT8x3o0bgGtlo1WrWq1PPr3a8kN3RYS0HHEzn1a+HDV0+2xc3RpoAS4n4ST7LJthBCFGXd9XV8uP9DtGotvz36G808m5V3k8w+ZpAeQaJYJChah6IohCeHs+jCIlZcXFFk+Vk9ZzG44WCLrDtdZyAqMUfCKEcPI9PP+FTC41PRm/ENfbiFDyPb1+EBf3dqudlb/EREiMpM9qG5yfbIwZw5KzR2xrvRc/YodfSCJgOg6SBo/DDYuRS4iqSMJK7GXOVi9EV2BO/gaNjRIptlyXhjzTl74lMzuBpuTBBtOR/KnitRRS7zaGs/xvVowAN13LDTWn5OPSGsTfah2cp0W2Skwvk1xmHjws5lv97gIegyEZoOLDiZJKwmOSOZH8/8yNLApegVPQ5aB15t+yrPtXiuzIdtsZTKkIApjyFXCzqe6NPMh9UnbpOuN+Dv6cC85zrQqrZbmbSpspN4kk22hRCiKIqi8OauN9kVsoumHk357dHfsNGU780H5vSarSlzBIniKlVQLM4dd9XUsbBjjN86vshy8/vNp3vt7mXQomyHrkfxzIIjxVqmhrMtrWu78UAddx6oY/zp7WLeJN9CVEVyYpGbbI/7FDVnxVNLoUEvuLYDrmyBq9sgNcfQbmobaNATmj5i7DHkXrfAVZkbbx72f5h/tfkXLTxbWCSxb+3hWMH8u6Gy2GnVtKvrTpcGXnRp6En7uh7Y28jxiaj4ZB+arVy2haLArUPGYT0vbQAlc1hmj/rGHkLtngN7uQhd1q7EXOHTQ59yOvI0AM08mjG121TaeLcp34aVUGVIwFjiho7iKuh44tztOCb9eoLbMSnYatX8d1grnurkX6Ztq4wknmSTbSGEMEdUShRP/P0EMWkxvNz6Zd5o/0Z5N6nIXrOzRrRmVKeCrxFYgiSCqpgSB8V8x+CuBYNm5R6Du5rTG/QMXDOQiOQIlAJzuFDbqTbvdn6Xvv59y6zHjTnZZTcHGwa18uXc7Xguhyegz2em71pu9rTOTAq1qeNO69pu0m1fVBtyYpGbbI98mDtnBYA+A24dNiaFLm+G6Ou53/dpmT2EXK32kGPC3ZzxRqUYaJ+ahrdeT6RGw0l7Owz3xZamHk0Z1mgYjzZ8FC+Hij2cmjnxytVeS4/GXhwNiuFeUnqu92w0KtrUcadLQ0+6NPCiQz0PnOzMu5u8LBJdQmSRfWi2ct8Wsbfg2M9wYgmkxhpfs3WGts8ak0I1Gpd9m6oxg2Lgr2t/MfvEbOLS4lChYmTTkbzZ/k3c7Cpfcq4yJGAqktjkdCb/fppdl41Drz/VsQ6fDGslN3kUotz3oRWIbAshhLm23dzG/+35P9QqNcseWcYD3g+Ud5PyPWbQqlXoDAr9WviwYExHq15HLrNE0NKlSwEYPny42TvrxMRE1q5dC8CYMWOKKC2gFBOxrhpD3nxkjjucJRlksiN4B2/vfhsgVzJIhQoFBVdbV+LT4wHo4teF9zq/R1OPpmXStuLckZaaoScwNJ6zIbGcvRPH2dtxXI9MJL9veX0vx1y9hlrVdsXRtvhDOFSGExNRvcmJRW6yPQpQ0h60UVeNCaHLmyHkcPbd6QBOPtB0gLG3UKM+YOvEjuAdbNw4kSn3ovHTZw83F6bRMMvLk0bd3iI4Ppidt3aSbjAmS7QqLT3r9GR44+H0rNMTG3XFTOSbG68UReF6ZCJHgqI5ciOaI0H3CI9Py1WXRq2iVW03ujbwpEtDTzrU88TNIe/nrkgX6kT1IPvQbBVmW6Qnwdnf4ch8iLyU/Xrj/sZh4xr1zZWUF9YVnRrN7OOz+fv63wB42nvyTsd3eKzhY5Vu+Go5zykeg0Fh7u5rfLX9CooCATVd+XF0B+p6OZZ30yqkCrMPrQBkWwghimPK3ilsCtpEfdf6rBqyCgetQ3k3Kc8xg6uDlsfnHCRdb2DmE62p5+VkteOJMksEqdVqVCoV586dIyDAvIk6r1+/TpMmTVCr1eh0upKuulopdlA0zXlwt4ACKmPPoLfOyTBxOewI3sHMozMJTw43vebn6MeUzlPoXqs7P5/7mSUXlpBuSEetUvNk0yd5te2reNh7WL1tpbnQlZCawYW78Zy9HcvZ28bk0K3o5Dzl1Cpo7OOc2WvIjdZ13GlR06XQORzkApyoDOTEIjfZHlaUHA1Xt8OVzXB1B6QnZL+nsYOGD4FLLZSTi4HsBAmAIfN31VPLIGAocWlxbAnawt/X/+ZcVPZ8GJ72njza8FGGNx5eZjckFEdJ4oKiKATfS+ZoUDSHg+5x5EY0d2JTcpVRqYwXlLKGkutc35MjQfeYtPxkQbe8lOnQPaL6kH1otgq3LRQFbuw2JoSubMGUkvZqAl0mQJtnwM45u7wMoW1Vx8KO8d/D/+VG3A0AOvt15sOuH9LQrWE5t0xY2/6rUbzx2ymik9Jxsdcy+6m29A/wLe9mVTgVbh9ajmQ6BCFEccSlxfHE308QkRLB6BajmdJ5Snk3KV8/7rnOzM2XUJH7RklLXzetFIkglUqFPsedsKJgxQ6KQftgyWNFlxuzHhr2Kn0DqxC9Qc/JiJNEJkfi7ehNe5/2aHIcRNxOuM3sE7PZHrwdABdbF15p8wqjmo+y+h3alrwjLSYpnXN34jh7O5Yzt+M4dzuOsPjUPOVsNCqa+7lm9hoy9hxq4uOMVqM23fktF+BERScnWbnJ9igjunQIPpA9hFxssBkL5X+jxrWYa6y7vo71N9YTlRJler2FZwuGNx7O4AaDcbd3t/xnKCFLxKvbMcbEUFaPoZv38t7AkNXdPj9lOZm3qF5kH5qtQm+Le9eNw8adXJadlLdzg/bPQ6eXIOycDKFdBjL0GSwJXMKPZ34kTZ+GVq1lfKvxvNz6Zey19uXdPGFFoXEpvPrrSU7eigVgUu9G/F//pmg10jsvS4Xeh5YxmQ5BCFFc+27v45V/XgHglwG/0Llm53JuUV6bzobyyoqTeV639HXTCp0IunLlCs2bN8fGxoa0tLSiFxDFD4rnVsOaF4suZ+sMTQcZh0to1McYMIVZjoUdY9bRWVyOuQxAA7cGvNfpPR6s/WA5t6zkIuJTM3sMGZNDZ2/HEpOckaecvY2agJquXApLIDk9/2SuXIATFYmcZOUm26McKIpxuKLDc+Hk0qLLj90ADXrmeVln0HHw7kH+uvYXu0J2oTMYe1bbqG3o7d+b4Y2H071Wd7Tq3MN8FnWTQ2UQHp+aOZTcPY4GRXM1ItGs5Va+3JVujSr2/EqicpF9aLZKsS3SEuD0CmMvofvndMtDhtC2lpCEED4/8jn77+wHwN/Fnw+7fEiP2j3KuWXCmtJ1Bj7fdJHFB28C0K2hF9890w5vF7vybVgFUSn2oWVEpkMQQpTExwc/Zs3VNdRyqsXaYWtxsnEq7yaZZM2hm3OkjJwsed20QieC1q9fz7Bhw/D19SU0NLSkq65Wsv5Db968me9/qI2NDc7O2cMcxJ3djMPa0fnWpQJsyB6SL53si0V6z6bo6z6Ivt6DGGp3Qm3nhJtb9sSecXFxGAwG8qNWq61SFsDDw6NEZRMTE8nIyJvIKElZV1dXNBpNrrJ6g54twVv4JfAX4tOy5w96u9vbNPZsXOx6U1JSSE3NfwdR3LJOTk7Y2tqWqqyiKITGpXIpNIGLYfFcCkvgfHgqsWnGXYYGHfYUPLxjKjYsf7kH3Rp5kZ6eTlJSUoFl7e3tcXAwjulZEcrq9Xri4+MtUjbn99NaZQFiYmIsUvb+72dxylbUfUR8fDz169eXk6xMxY0p1e3vpaCylogpmkvrsd86GRt0pruAdGgwkPvAL3Xg1+ibDwHyjz8Acelx7AzZydbgrVyLvQZAujqdGk41GNJwCAPrDKSWXS323d3HnDNzcvUkquFQg7e7vs3AhgOBsokpliybnp7O8v1X+Grb5XzLpqJFn3l807+pO0+396NlLTfs8pmwWmJK3rIgMaWwshJTslWqeGIwwLUdpO6fg/rW/nzLGs+T9KaemXEJiRU2nmQpKEZYsqylzlEUReHovaN8ceoLIlIiUBvU9KvVj4mtJ1LDoUae8mUVT8r7vKM6xJMdgeHM3HqR1HQDXo62fPJ4K9rUca9Y+wgLlwWJJ8VR7HhyLwqHhQ+hSgrj/sun9+/LY+IK/nutLH8rBZWtrvEEKub5SXnHiOoQT+6XnJHMv3b+i7vJdxnWfBgfd/+4wLJZyiqe7DwTxOsr8/YGAjCgIgXjTRErX+5KQA1tmcWTYs0Mv3fv3nxfP3bsGFFRUfm+lyUtLY3r16/z5ZdfolKpaNu2bXFWLYAff/wRe/u8XejVajVTp041/f7N2iOgeiPfOuopIYxjtTEoPj6fL5dsJUOVOaRZTObjzGngNF5E81q/hsYeQ76t+Oabbwpt37Rp07LbUIyy3377LYXlI0ta9uuvvy70i3R/vYXNWfXGG2+Yvnjff/896enppvd60zu74G0YFzqOoW2GMrHNRObNmVdo4Bg5ciQtW7YEYM6cOYXutAcNGkSXLl0AmD9/PnFxcQWW7dWrF3369AHgl19+4d69ewWW7dSpE4MHDwZg6dKlhIWF5VuuCTC8dUvaPTSIxQeCiDy5lZqagtt7S+fK6ysdaF/Xg7oxp9DHFjRnFdStW5cXXngBgHXr1nHhwoUCy/r5+TFhwgQAduzYwbFjxwos6+XlxWuvvQbAgQMHCtyHAbi5ufHWW28BcPz4cbZs2VJgWScnJ9555x0ALl26xOrVqwssa29vz5QpxvFK79y5w6JFiwosa2trywcffAAYd+TfffddgWW1Wi0ffvih6ffCyt6/jyisrEql4qOPPipR2Yq6jyjsO1idmRtTqtvfS0FlLRZTVG/wgfIdtpmJ9A3044yqZe4y24Jgm3FbvvDCC9StWxcwxon7/54DMv8BHKtzjOCUYBZdWETw9mA80z0B6E73PM34KvYrNI9q6FevX7nEFICWLVsycuRIAH777Tdu3bpVYNkmTZrw7LPPArB69WpCrl7lqQLmBA3VO7ElvQUAaUEn2B8SQ/6XfSWmZJGYYn5ZiSl5VYp4olZD0wHMXrmXDFX7fMu5KXG8xS8QfweCD/Ltsl0VO55Q+DnK/YqKJzlZ8xxl3ePr+OHUDwTtDsL1lisrDq/It2ztVrWp1a4W3o7enPjrBOHh4fmWg9LFk6tXrxZYVs5RjCwRT4ZqAAdAgT1rT7KHCraPKEFZiSeWZ248+f7771FUT5EnC0TWNa8/jPvy355j7pXG6FT5D+NfWf5WCipb3eNJRTs/kXhSPucnnelMqjqVNZo19K3bl151elWIeLLvr6UFnq8qCixO7QhAREIq23/9pcziSbESQb1790alyr2nVRSF8ePHm12HoiioVCrTH7WwAlU+0fB+g2ZCg55kqHYWWMROSYftHxkfTj44KCNIURXwVyxM9IqeZYHL2HB9A32VvqjyOzqpxBp5OzO4dS2W5J/YziUqMZ1tgeE8bJNI3UL2Njp9wQcvQghR1ShWigufdfmMu053eW/ve2aVn3V0Fn38+1ilLRWBm70WipiOMjopnRuRiTSoYf4wAnqDwu2YlFK2TghRHtSYecwZW/CFH1E6TjZOTOk8hf8d+h8pKQXvSzfe2ci1RGOP156JPfHFt6yaKMqI3qCQkJqBi71159oV1diVzdgyER35/425KPFw5CfwqAfu9TAOM1e1rt8IUZ1MOzCNv4b/Vd7NKBYfl7KdM7FYQ8Op1aWf2K9OnTr8+9//ZuLEiaWuq7oo6bAL6qtbsdvzKeqk7Gy34lwTu8Gfm8ZKzdUFzqBDfdOYPTa41Mb27hGc7hyAm/sgI5kMtKbRV/U1WmQPI1erA2pbx2rfTVZn0HE8/Dg3Um+wNXgrQfFBaA1aGrs05tXWr9LGp02h9VambrJ6g8JDn28hJjHv5N2m9jo68cUzHbgSnsilO1HcCIvlelQC6Rl5dzmpaPF0caK5nwtNfexp7GZDQx9n6ns5YqvNPZSPuV1f9QaFC6HJxOpU+LjY07a2M6kpBbe3KnaTLUlZGXah6qtUQ/lYuCyUf0xRX92Ky6aJGI+oFNPQcFl7RtOQcXV7kTZgJq41Gxdr6AVFpXDw7kFO3D7B8gvLCyybrk4HNSwcuJBWbq3KfTiFkgy9sPtyBP/563yesmmZQ8P98Gw7bNGTlpaCn6sDJ0NiOBEUw8nbMSSnGTNEWcPI1XKzp3sDDzrVdqB9Aw9qOOWdv8De3p4912OZvj6QiLgk7DH+X3g72/Fmvyb0buaTq6zElKq5j5CYkq0yxpOE81uxW/1svmVzDaFt70ZSpzdIb/UM2DrmW7684wlU7qF8EpIS2HtzL8cjjvPPrX9I0uU+ps+KUwAagwaNQcO0rtPoWSvvHHoylE/xy5ZHPNHpDRwJusfB61FsOBtKmkFN7RoezBvdgWZ+LhViHyHxpHxYbTqE1k+RlK5DHReCKu426pTIgssCGWjRO3ijuNXB4OaP4loHg2sdFLc6qDzq41qrGWiMd7ha7G/FoMcj/iIkhoOzL3HuLfMMG51ThYwnaamo7xxDlRSJ4uSNoXYnyJyPtLJe8ypu2YoQI6pTPMlJZ9BxNPIos8/OJiIlgkcaPMIHrT8osN6yiifRMbE8MWc/kYlpecoaUJGKnWmOoMSE+DKLJ8VKBO3Zs8f0XFEU+vbti0ql4pdffqFBgwYFr0Slwt7enpo1a+Lv72/u6kSmUk0iaNBD8EFTUKFed9MO2Wy6NAg5Atd3Gh+hZ3K/r3WA+j2MQ8g16gvezYvulWSJdlVgGYYMVl1exZzTc0hITwCgX91+vN3xbfxdqsZ3YMv5UCYtN3YLyrkTyfqfnze6PYNa1cy1jN6gcCs6mUuh8VwMS+By5txDwffyT9Bo1Coa1nCieU1Xmvu5GB81XanlZp+nd+L9bZu+PjDXpGw13eyZNiQgT5tE1ScTseYm26MCCFwHW6ZAfI4hM11rw6AZkBQFW/8NulRwrAHD50LTgcVexaYbm5iyb0qR5V5t+yoTHphQ6D61IivJ/l6nN3D2ThwHrkZx4HoUJ4NjSb+vZ2pTX2d6NK5Bj0Y16NLQExd7G1Pcu//AubC4J6oe2Ydmq5TbwqCHb1pBfCh5JxjPpNKAktmd0NELur0GnV8GO5cya2Z1E5USxRfHvmBT0KYCy6hQ4evoy5YRW9BUofPG6urkrRhe/fUkoXGpONho+PyJVjzerk55N6tMVcp9qJUUe1sUuS9XmeYIynWdKT3Z2OMzNhhigjN/3sx+nlbwRWljtRpwq5Pdg8ijHng0yH7u5G3eCD1Z8j0nqAWDZplu3q7wqsJnEFXCuchzjN48GoNi4MuHvmRg/eKfQ1taSa6blkRx9qHFSgTdT61Wo1KpOHfuHAEBASWtRhShwh0gJEZC0B649o8xMZR43/iaLrUyk0J9oGEfcPLK/X41ChQxqTHMOT2HP678gUExYKu2ZUzLMbzU+iWcbMwfhqaislTCJSlNx5XwBC6FJXA5LIGLocYEUVxK/nehuNhrae7nQjM/F5r7udKipgtNfV3kQp3IV4Xbh5Yz2R4VRGE3RERcgjUvQfg54++d/wX9PwEb84dnPRZ2jPFbzRu6N8ArgKebPc2gBoNw0Fa+IWD1BoWjQdFEJKTi42JP5waeaNTmn4SnpOs5djOaA9ei2H8tisDQeHIeHWvUKh6o7crViEQS0/Ifa04Fpju6irNuUfnIPjRbpd0Wgetg1ZjMX/I5LR+5CDKSYe8XEBNkfM3BA7q9Cp0ngH0l+qyViLlxa+HAhXTy61QGLRLWdi8xjTd/O83+a8b5pkd3rcvUxwKw01aPRF+l3YdaQYm2RVH78qeWFu/6kqJASkx2kijmZu6EUewt0Bc8bw4ANo7gXjczMVQ/d8LIvV7u+GFqfwFXLorb/vJQFT6DqFK+O/kdC84twN3OnT+H/UkNhxrl3aQyuVG9zBJBwcHBANSuXRuttljTDYliKLMDBH0GnF1lfP7AU6AxY6xeRYGIi5m9hf4xXtTS5ew6qYKabYyJocYPQ2IErB5PVQwUGYYMNt7YCMCjDR/FRp29/a7GXGXWsVkcCT0CgLeDN2+2f5MhjYagVpV+yMXylPMCnKeTLXdjU1GrYHi72thoSv7ZFEUhPD6Ni2HxXArN7j10LSIRnSH/3VZtd3uiEtNJ0+XfpVIu1FVPcpKVm2yPCii/+KtLgx3T4fAc4+s+ATDiZ/BtWWhVWbHIoBiYc2oOkSmRKAXc9W6vsUdv0JOhGJPuLrYuDG88nKeaPkV9t/qW+nTlJkNv4K9Td4DixaTopHQOXb/HgetRHLgWVWCv1fysfLkr3Rp5FV1QVFqyD81WqbdF4DrY/B4khGa/5lrbOI9q1rmIXgfnVxsTQveMc9Vg7wZdX4UuE8DBvcybXZXcf+60/eZ2s3qyzuo5i8ENB1u7ecIK8ovLeoPCtzuu8N1O43esTR035jzXnjoe+Q/JWJVU6n2ohZV4W5izL7cUg8F4E3TOHkQ5f8bfocCeplkcPI1JIbe6xutn6YkFFMzs0fT6yYo7co5BD9+1g4S7BRQooFeWEBaW83hiQL0BjNk8hssxl+nt35vv+nxXIUa+SM3Q89nGiyw7bMyjXJg+ECc7y+VRyiwRJMpGmR0gpCfB57WMz/99F2xL0GMlIwVuHcpMDO2C8PvH7ldRcHCs3IEiOSOZLiu6AHDk2SM42uQ+eFUUhV0hu/jy+JeEJIQA0MqrFVM6T6GtT9uybq5VJKfrCPhoKwCBnwzE0dbyCeJ0nYEbUYlcCjX2ILqUmSgKiy947Nb7yYW66kVOsnKT7VEBFRZ/r+6AvyZBUgRo7GDAp8YeQgUc0OaMRTN7zuSDfcbxkXMmg1SZN1/M7j2bjr4d+evaX/x++XduJ942lelWsxtPN3+aXnV6oVVXzpt9LBWTQqKTmbv7GiuPhhRZ9tun2zKsbe0SrUdUDrIPzVbpt0VqPMzMHLL52dXQuG/+5yAGPZxfC3v/B1FXjK/ZuUHXidBlIjh6ll2bq5D7z50u3LsgPYKquMLi8q5LEbz1+2niUjJwd7Thm1Ftc829VxVV+n2oBZVqW5i7L7c2XRrE3c7bkygrcZQSXfZtqgieWg4BQ8q7FaIKu/94IiQhhKc3Po3OoOO/Pf7LsMbDyrmFueMfwMY3HqRlLbdCliie4uxDK+eZvai4bByy5woCSAgzJoSu74SrWyE1rpCFFeNdFMEHoUHeSUArO5VKRd+6fXmw9oMsv7icn87+xPl753l+8/MMbjCYyR0m4+fkV97NrPBstWqa+7nS3C/3zi02OZ1f9gfxfebdZIWJSDA/aSSEEOWqST+YdBD+fgWubjPe9XhtBwybC87ehS7ax78Ps3vPZubRmYQnh5te93X0ZUrnKfSr1w+Aca3GMablGA7cOcDvl39n7+29HAo9xKHQQ/g5+fFk0yd5oskTFaJrfXnw93RkaJvaZiWCfFzsy6BFQgiLyHmhsH4h85WqNfDAk9DqCQj8C/Z8AZEXYc8sODQXuvzLOI+QJIRKpb1Pe3wdfYlIjsi3J2vWHEHtfdqXQ+uEtfVp7sOG1x/klV9Pcu5OHC8sPsYbfZvwxsNNZCQHUThz9+XWprUDr0bGR37SErKTQ4F/w9nfy7Z95WXVaOO8pz4tjCMc+LQwjnDg3VyGWhVW0cyzGa+2fZVvT37LzKMz6VKzS4W71notItGiiaDisEgiSKfTsXHjRvbt28eNGzdISEhAr89/DPUsKpWKf/75xxKrFxWZix+0fcb4OLsK1r5c9DJxd6zfrnJkq7FlfKvxDG00lO9Ofsdf1/5iU9AmdoXs4oVWLzCu5bhKOUdDeXN3tKV7oxpmJYJWHQuhiY8LAbXkwEMIUQk4e8Ozq+DoAtj2H2NCaF43GP6jMVFUiH71+tHHvw8nI04SmRyJt6M37X3a55loW61S07NOT3rW6cmdxDv8cfkP1l5dS1hSGN+f+p55Z+bRv25/RjUfRXuf9hWii31Z6tzAk5pu9oTFpRbYr1mtgrjkIsaOF0JUXmoNtBoBAY/DpfWw53/G0Q/2fQVH5kOnl6D76+BUPZPmpaVRa3i/8/u8vfttVKjyJIMUFKZ0npInfomqw9/TkT8mduOTDYGsOHKLb/+5yslbMXz7dDs8nWzLu3lClI6dC/i1Mj7sXM1LBD3zG9TtZv22lcStQ7DyafPKJkfBzX3GR05u/pkJohbg09L4s0ZTsJEbq0TpjGs5jl0huzgbeZapB6Yyv//8CjUtx5XwhHJbd6kTQfv37+f555/n1q1bptcKG21OpVKhKEq1u4AgABczJ8Ha/K5xgux2o42BoIqq4VCDT3p8wqjmo/jf0f9xMuIkc0/P5c+rf/J2h7cZWH9gru+J3qAv8kJedWfOhTqAA9fvMfi7fTzU1JtJvRvRpYGn7JOEEBWbSmW867x+D1jzEkQEwq8joOsr8PC0Qk+YNGpNsYbRqe1cm7c6vMWktpPYdnMbv1/+nTORZ9h8czObb26miUcTnm72NI82fBQnm7zDyFbFeKVRq5g2JIBJy08WOMitQYGJv56kf4Av04e2pJa73NQhRJWkVkPAMGg+BC5vMvYMCjsLB76Boz9Bpxeh+xvgXLWHtbKGfvX65duTFYw9gtzt3MunYaLM2Nto+Pzx1nSo68GHf51j39UoHvtuH3NHd6CtvzuQe45aHxd7OjfwlF5DonKp1904LUJ8KPkfVWZOm9BkQMWdNqHJAPM+wytHIPqacW7xiEAIDzQ+T7gLcSHGx9VtORZTg2cj8A3I7kHkEwAeDUAjg1oJ82jVWj7r8RlPrn+Sw6GHWXV5FU83NzNxWQauhBc0P5j1lepbdOnSJQYNGkRKSgqKomBra0uTJk3w9PREra44mTZRQRQZ7DDu9NPi4dAPxkftDsaEUKsRxslZq6CWXi1ZPGgxW29uZfaJ2YQmhfLu3ndZeWkl73V+j5ZeLdkRvCPfoX3e7/y+aWgfUfiFuqxTgw8eac7ZO3FsOhfKniuR7LkSSVt/dyY+1IgBAb6o5SRCCFGR+baEl3fC9o+MFxwPz4WgvTDiF/BpbtFV2WnsGNJoCEMaDeHivYv8fvl3NgVt4mrMVT49/CmzT8xmSMMhjGo2isYejQGqdLwa1Kom80a3Z/r6QELjsocYrelmz/uPNOdyWAI/7b3B9sBwDlyL4u3+TRnXvT5ajRwTC1ElqdXQ4jFo/ihc2WJMCN09BQe/h6M/Q8cXoMebxhEShNny68n659U/WX9jPVP2TWHNkDW427uXdzOFlY3oUIeWtV2ZtPwkQVFJPPnjQT56LIAaznZ8siFvHJ42JIBBrcy88VSI8qbWwKBZsGoMeefRzrweMWhmxU0Cgfmfwd4FarUzPnJKiYGISxBxITNJdBHCL0BqLNy7anwE/p1dXmMH3s1yJ4d8WoBbnQLnTi0Wg944TUViODj7Gq9fVuTtL4pU360+b3V4i5lHZzL7xGy61+pOXde65d0sAK6WY48glVJY950ijBkzhuXLl6PRaJg+fTpvvPEGzs7OlmyfoAwnESxssmpLCVyXGSgg30AxchHYOsKpZXB5Mxh0xte1DsY779qNhvoPWmZHb2H3T1DmaONY7DpSdaksvrCYX879Qqo+FRUqOvl14mjY0Txlc072XVEurllqYu7S2nI+NN8LdTlPEILvJbFg3w1WHb9Nus4AQCNvJyb0asTwdrWx1cqFu6pCJmLNTbZHBVTS+HtlK/z1inG4Ba09DPyM5DbP0GVlV6Dksagw8enxrLu2jt8v/87N+Jum1zv6diTAK4BlgcvyDOdTXvHKWjGpsDuRL4cl8OGf5zgeHANAQE1XPn+itekuZlH5yT40W6XfFpY+91EUuLrdmBC6c9z4msYOOoyDB98y3hAnTIpz7pSckcyoDaO4GX+Th+o8xPd9v5fe/JVQSeJyfGoG7/1xli0Xwgosk/WXMG90+0qVDKr0+1ALKtW2KIvrWNYSuA62TIH4u9mvudY2JlAChpZfu4rDkp9BUYzzjEcEZieHIgIh8hJkJOe/jJ1rjuHlArKHmXPyKuVnqGVMdFWW/4dqrLDjCYNi4OVtL3M07CjtfNqxaOCichmpImf8A+Ml7YufDMLexjJtKc4+tFSJoDp16hAaGsrkyZP58ssvS1qNKEKVSgSB+YEiMdI4buqpZcYdfxaPBtDuOWjzLLjVtk4bS8ASiaAsYUlhfHPyGzbe2FhouaxJU7eM2FIhht2pKIkgMH/IgMiENBYfDGLpoWASUo2JRz9Xe158sAHPdKmLs510P67s5CQrN9keFVBp4m9COPw1Ca4b513UNRlI37TzxGg0VkkEZVEUhSNhR/j90u/sCtmFXilibshyiFflFZMMBoVVx0OYsfkScSkZqFTwfNd6vDOwGa72NmXSBmE9sg/NVum3hbXOfRQFru80JoRCjhhf09hC+zHQ4y1w97fMeiq54p47XYq+xHMbnyPdkM6UTlMYHTC6LJopLKikcVlRFH7ae4MZmy8VWEYF+LnZs39K30ozTFyl34daULVNBEHV6Ili7c9gMEDszbzDy927mn3z+P2cfLKTQ1nDzHk3M87VlJPpZvX7L41n7keeWirJoAquqOOJO4l3GLFuBEkZSbzd4W1eaPVC2bcxR/xzc9ASl6Jjw+sP0qq2ZUa+KrNEkL29PRkZGezdu5cePXqUtBpRhDI7QNDrjBOfgnHMa2uOv1mcQKEocOeEMSF0bg2kZ3ahU6mhUV9o9zw0ewS0dtZrrxl0Bh3/3DJeiHu47sNo1aXffisvruTzo58XWW7hwIXFmv/BWnR6A1svGIcDGtjSt1INh5OQmsHKo7f4ZX8Q4fFpALjaaxnTrT7jetSnhnP5/n2JkpOTrNxke1RApY2/BgMc+RF2TAN9OmkO7pzr+Rptu062SCwqSlhSGN+d/I71N9YXWbYs41V5x6SoxDQ+23iRP0/dAcDHxY5pQ1oyuLWf3Mleick+NFul3xbWPvdRFAjaA7tnwa2DxtfUNsYRDh6cDB71jK9VhYuAJVCSc6eVl1by+ZHP0aq1LB+8nJZeLa3dTGFBpYnLh67f45kFh4sst/LlrnRrVIyeAOWo0u9DLahU26Isr2OJikWXDveuZfYgCsxOFMXcLHgZ97qZPYcCwLs5bPsQkiILKJw5z9Fb56pFXK6szDmeWHt1LdMOTsNGbcOqx1aZhjUvszbmiH+LDwRxLDiGr0e14fF2dSxSf5klgvz9/bl79y7Hjh2jffv2Ja1GFEEOEHJITzJm7E8th+D92a87eMIDo4wnVn6tyq99Frbpxiam7JtSZLlZPWcxuOHgMmhR1Zem0/PXqTvM33uDG5FJANhp1TzZsQ7/6tmIul7WubteWI/sQ3OT7VGFhZ2D1S9C1GXj791eg4c/ArXW6hcZJV4V7MC1KP7z13mCoowxpXczbz4d1gp/T4knlZHsQ7PJtiiGoH3GHkI39xl/V2uhzTNQsy3s/0qGozGToihM3j2Zf279g7+LP6seW4WzrQxNXx38ffoOb/52ushy3z7dlmFtK86oIYWRfWg22RbCotISIfJy7uRQRKDxXKgkRiyE5oPBxsGy7RRlRlEUXtv5Gntv76WFZwt+ffRXbNTlM1LDh3+e49cjt5jUuxFTBllmjt/i7ENLlSp/8MEHWbVqFefPn5dEkCgbtk7Q9hnj4951OL3C+Ei4C0fmGR+12hkTQq1GgoN7ebe4VLwdvc0ql6pPLbqQMIudVsOoTnV5soM/2wLDmbfnOmdCYll++BYrjtzi0QdqMfGhhrSsZZkunEIIYTF+reFfu2Hbf+D4L3DoB7i4DjJSISkiu5wVLjKaG6/MLVeV9Ghcg81v9mTu7uv8uPs6uy9H0v/rPbzxcBNe7tkQm0rUe1YIUUINehofwQeNCaEbu42jHZxalrdsfKhxmBoZjiYPlUrF9O7TCbwXSEhCCJ8c/oRZPWdJL8tqwMfF3qLlhBBVmJ0z1OlgfOSUdA8iM+ceCr9gvEkj+lrR9a0Zb/xp6wJONcDJO/OR47mzd47XvcHBo2x7EVXT3sXmUqlUfNztY4b/PZyL0RdZcHYBr7R9pVza0tTXODzh1fCEcll/qXoEHTt2jB49etC6dWuOHDmCVitdMK2hSg4NZ0kGvXEc7lPL4NImMGQYX9faQ4shxqHj6vcEtXUvtFhjaDi9Qc/ANQOJSI7IM/n2/brU7MLzLZ6nZ52eqFXlc1GpvIfhsQZFUTh8I5p5e66z90p2l+GeTWowqXcjujX0kpPPCk7uMMtNtkcFZMH4mxWLvG8do93+eajSE/MpZfkxr82JV76OvmwdsbXM5giqiDHpemQiH/55jsM3ogFo5uvC50+0okM9z3JumTCX7EOzVfptUZ7nPjcPwrLhoE8roEDVH46mNOdOpyNOM27LOPSKnk+6f8LjTR63VjOFBZUmLusNCg/O2klYXGq+RxkyR1DlJkPDiXIRtA+WPFZ0ObW24LmICqJSg6NXjoSRT97kUc7f7UrRuzXfedirT+/i4hxPbA7azHt730Oj0vDro7+W2RCzOeOfq4OW5385Sl1PR/a+18ci9ZfZ0HAAc+fO5Y033mDw4MEsXLiQGjVqlKY6kY8yO0Co7JPsgTHDf/Z3Y1IoIjD7dfe60HY0tH3WahO0FnfCU3PtCN7B27vfBsh1cU2FCgWFtt5tORd1zjRRdz3XejzX4jmGNRpmtUnCC1JeE3OXlQt345i/5wYbzt7FkPlf0aaOG5N6N6J/gF+lOemobuQkKzfZHhWQBeNvVixSKwqnotJRFzgEguUvMhYUr7L0qNWDef3mlVnyvKLGJEVRWHvyDp9tukh0UjoAz3T2Z8qg5rg72pZz60RRZB+ardJvi/I89zH34tPYDcaeRFVQac+dfj73M9+e/BZ7jT2/P/Y7Dd0bWqOZwoJKG5e3nA9l0vKTQP7Tus8b3Z5BrWpaoKVlo9LvQy2oVNuiKlzHEuXDoIdvWhl74haUYnatBW+ehYwkSIw0zidkekTl/zwluvhtsXEsuLeRk0/u3x29shOegeuMvYjz3StSLXoXF/d44p0977D15lYauTXi9yG/Y6ex/nzgOePfvvf60PN/u1CpIHD6IBxsS38uXmZDw33yyScAdO7cmQ0bNlCvXj369+9P8+bNcXQs+kDuo48+Ks3qhcjLyQu6vQJdJ8HdU8a5hM6ththbsPtz2D0DGvUxDh3X7FGwua/reAXsTtmvXj9m957NzKMzCU/OvqDn6+jLlM5T6FevH6GJoay8tJLVV1YTHB/M50c+5/uT3zOi6Qiebf4sNZ0rzwFxRdaylhvfPdOOdwY0Y8G+G6w6HsKZ23FMXH6ShjWc+FevhjzevjZ22qp556YQovJon5qGOjGikBIKxN8xxjwLXWQsKF652bkRlxbHgbsH+PHsj0xqM8ki66usVCoVIzrUoW9zH2Zsvsiq47dZeTSEbRfCmfpYAMPa1pKepkJUdebOU1DS+QyqgfGtxnM09CiHQg/xf3v+j5WPrsReK8OCVWWDWtVk3uj2TF8fSGhc7qHRuzb0qlRJICFEBaDWGHvNrBqDMXGSM5mSeSw+aKYx6aJxA3s3qNG46Hr1GZB8r4CEUebviRGZr0eALhUyko3XLWNvmdd2B09wrAGxN8k/iaUYP8OW96H5o+V+XbMi+bDLhxwPO871uOv8cOoH/q/j/5Xp+r2cbfF0siU6KZ1rEYm0rlO2006UKhH08ccfm05UVSoVKSkprF+/nvXr15u1vCSChNWoVFC7vfEx4L9waYOxl1DQXuMwctd3gr07PDDKmBSq+UCF7k7Zr14/+vj34WTESSKTI/F29Ka9T3vT8Do1nWvydse3mdhmIn9f/5tfL/5KcHwwiy8sZlngMh6u+zDPBzxPG+82cnHJAup6OfLp8Fa82a8Jiw/cZOmhm9yISuL9teeYvf0KLz7YgGe71MXFvnwmnxNCCG+93ryCFr7IWFC8+v3y78w4OoO5p+fiaefJqOajLLreysjDyZb/jWzDyA7+/PvPc1yLSOSt30+z+sRtPh3eigY1jHe06g0KR4OiiUhIxcfFns4NPKUHqhCVnbOveeWirli3HZWYWqXm856fM3LdSK7FXuN/x/7HR93k+kJVN6hVTfoH+JniYkxSOh+vD+TQjXvsvRJJr6bVby5CIUQpBAw19prJ91rgzJJdC9TYgIuf8VEURTH2aisoYZQUkfu95HugGIy9jorseWT5G/+qAg97Dz7u/jGv73ydJReW0Me/D+1925dpG5r4OHMkKJor4QmVKxEExuEtCvtdiHJn6wgPPGV8xNyEU7/C6RUQfxuOzjc+3OtBbHDeZSvQZK0atYZOfp0KLeNo48gzzZ9hVLNR7L+zn6WBSzkSeoRtwdvYFryN1jVaM7rFaPrX74+NWpIUpVXD2Y53BjZjYu9G/Hb0Fj/vCyIsPpUZmy/xw65rPN+1Hi/0aIC3S3ZXU7mgJ4QoC5EaM+/6cvSy+Lrzi1fPtniWmLQYfjzzI58d+Qx3e3cG1h9o8XVXRp0beLLpjZ4s2HeD7/65yv5rUQz8Zi+v9WlMgxqOfL7pUq47n2u62TNtSIDc+SxEZVavu/EiU4HD0WTaMwuirsKjX4GjzCV2vxoONfi85+dM3D6RP678QZeaXSS2VAMatYpujbKPX27eS2bxwZt8sPYc2yb3wsmuYgwFK4SoJAKGGnvNlMfoQCqVcX4gO2fwbFB0eYMeUmKMSaFzq2Hfl0Uvc2MP1H/QuC4BQG//3gxvPJy/rv3Fh/s/ZM3QNWU6tUZTXxdjIigioczWmaVUs+YaDIZSPYQocx71oe+H8NZZGL0WWj4Oapv8k0CA6cRsy/vGHW4loVap6VWnFz8P+Jk1Q9fwRJMnsFXbci7qHFP2TWHQmkH8fO5nYlNjy7upVYKznZaXejZk73t9+N/IB2jk7URCqo65u6/TY9ZOPvzzHMH3kthyPpQHZ+3kmQWHefO30zyz4DAPztrJlvOh5f0RhBBVzEl7OwwuNTENa1CQPV8YhyYoA6+0eYWnmj6FgsL7+97n0N1DZbLeysBWq+bVPo3ZNrkXPZvUIF1nYPb2K7y+8nSe4W/C4lKZtPykxA4hKrOs4WiAvPtplfERMBxUGriwFuZ2hcuby7aNlUT3Wt15sfWLAHx88GNuJ9wu5xaJsvbuwGbUdnfgTmwKX2y9XN7NEUJURmqNsddM65HGnxV1KDW1xjhfkE8LaNjbvGX2fQE/Pggnl0JGilWbV5m81+k9/Jz8uJ14m9knZpfpupv4OgNwNTyxTNcLpUwECVFpqTXQ+GF4crGxt0+hcnSnrISaejRlevfpbBu5jVfbvoqXvRcRyRF8e/Jb+q/uzyeHPuFG7I3ybmaVYKtV81RHf7ZPfoj5z3egXV130nUGfj1yi95f7Gbi8pNyQU8IUSYMKhUZAz7N/C2/i4yA1h5uHYD5D8Ht41Zvk0ql4t9d/k3/ev3RGXS8testLkRdsPp6K5N6Xk4sHd+Zb0a1paDOoll9B6avD0RvkJ74QlRaWcPRuN7Xu8+1lvH1p5bASzugRjPjHcorn4a/XoHUuPJpbwX2SttXaOPdhsSMRN7b+x4ZhozybpIoQ052Wj5/ojUASw7d5ERwCSZqF0KIyiard3FhN/7ZOIHWAcLPw7rXYXYA7JgOcXfKrJkVlYutC5/2MJ4v/375dw7eKbtrvk18XAC4El7JegQJUSVkJJtXztxJ2yooLwcvJraZyLaR2/jswc9o7tmcVH0qf1z5g2F/D2PijokcuHNAhne0ALVaxcCWfqyd1J3f/9WVh5rWKHDQD7mgJ4SwFn3zRwu5yLgMJuwFryaQcBcWPQInFlu9TRq1hpk9Z9LFrwvJumQm7ZjEzbibVl9vZaJSqfB1taewkKAAoXGpHA2Si11CVGoBQ+Gt8zB2A4z4xfjzrXPZQ1LXbm/cV3d/HVDB6V9hbne4vqtcm13R2Kht+F+v/+Fi68K5qHN8f/L78m6SKGMPNfVmRPs6KApMWXOONF3lGc1DCCFKxJzexY//CP93Efp/Cm51jfMK7Z8N37SGP8bBrSPGeYqqqa41u/JM82cAmHpwKvHp8WWy3qaZPYJux6SQnK4rk3VmkcFTRTaNLQybm/28ujB3stYt7xt7BnV6Kd8xum00NqZsso2m4s6/Y6uxZWijoQxpOIQT4SdYFriMXSG7OHDnAAfuHKChW0NGB4zmsYaP4aB1KFbdNho1X4x8wPS8ulOpVHRp6IVBgT1Xogosl/OCXs7xroUQ1YQF42+eWFTUmNcv74S/JsGlDbD+TbhzEgZ/AVq7QtZSOrYaW77t+y3jt44n8F4gE7ZPYOkjS/F1MjMem6kyx6SIhNSiCxWjnBAiHxXl3CdrOJqC2NjDgP9Cs0eN++uYIFg23HhO0m+6cV6BSsjS5061nGvxafdPeWv3Wyy6sIhOfp3oWUcmx65IrB2Xpz7Wgj1XIrgWkcicndd4e0Azi69DVEAVZV8uRHnI6l28ZQrE381+3bUWDJqZfWNJjzeg6ytwZTMc/hGC98OFP42Pmm2h6yTj1BlWPAe0ltIeT7zV/i0O3DnArYRbzDo6i88e/MzSTcwT/xydtXg52XIvKZ1rEYk8UMfd4ussiEqx0O3///zzD4sXL+bQoUOEhYWRmprK2bNnCQgIMJXZu3cv58+fx9XVldGjR1titdVCfHw8bm5uxMXF4erqWt7NqXoMevimVeGTtao0oGTeVWTjBB3GQrdXwa1OmTXTmkISQlhxcQV/XvuTpIwkANzs3Hiy6ZM83expi1+cq27+Pn2HN387XWS59wY245U+ja3foGpG9qG5yfYQeRgMsP8r2PkZoEDtjsYTCrfaVl3tvZR7jN0yluD4YBq7N2bxoMW42blZdZ2VxaHr93hmweEiy618uavcQFDGZB+aTbZFOUhPgu3T4NgC4+8eDWD4PKjXrXzbVYF8dvgzfrv8Gx52HqweuhofR5/ybpIoQ5vOhfLKryfRqlWsf/1BWtSsuPsm2Ydmk20hRCkZ9AXf+Jef0LNwdD6c/QP0acbXnHyg43jjw6V6XQM8HXGasVvGYlAMfNPnGx6u+7DV1/n0T4c4fCOaL59sw8gOpbu2XJx9aKlvw0hOTubJJ59kwIABrFixghs3bpCcnJzv8FIajYbXXnuNsWPHcvXq1dKuWgjLMKc75YhfjA+/1pCRBIfnwrdt4M9JEHGpjBtsef4u/kzpPIUdI3fwXqf3qO1cm7i0OH4+9zOD1gxiyt4pnI86n++yeoOeY2HH2HRjE8fCjqE3SDf8+/m42JtV7n9bL/PE3AOsPXmb1AzZjkKIMqJWQ6934bnVYO8Od47DTw/Bzf1WXa2Xgxfz+8/H28Gba7HXeO2f10jRyQSmAJ0beFLTzb6wEb+p6WZP5wZ5eygLIaowWyd49EsY8ze41jH2Dlr0CGz9EDKkhyDAO53eoZlHM2LSYvhg3wdyblLNPNLKj4EtfdEZFKasOYtObyjvJgkhhPVl9S5uPdL4s7AkEEDNB2DYHHg7EPpOBZeakBQBe2bC1y1h7b+MI0VUE2192jKu5TgAPjn0CdGp1h9+u6mvcZ6gq2U8T1CpE0FPPfUUa9euRVEUOnXqxDvvvFNg2R49etCqVSsA1qxZU9pVC0vT6+DKVuNDX7ZjFJa7oiZrbfW4cYc6YR+MXgP1e4JBB2dWwNwusPIZdMEH2Xt7L3tv70VnqJzbz9nWmecDnmfj4xv5pvc3dPDtgE7RsSloE89sfIYxm8ew7eY20+fbEbyDgWsGMn7reKbsm8L4rePp/Xs/vj64Wg66czDngp69jRqNCk7eiuXtVWfoNuMfZmy6SPC9pDJrpxCinFgw/uoMupLHoib94F+7wbcVJEXCkqFweJ5Vx42u7VybH/v/iIutC6cjT/N/u//PYpN86/QGdl4KZ+el8EoXkzRqFdOGGHvVFxQ73urXBI26sMgihChUZT73adgbXjkI7UYDChz6Aeb3gjsnyrtlZitVvCqEncaOLx76AgetA0fDjrLg3AKL1S1Kpyziskql4tNhrXCx13L2dhwLDwRZZT2iAqnM+3IhyptTDej1jnF+wpELoU5nMGTA2d9hQR/4uT+cXwN6y5yfWYOljidebfsqjd0bE50azaeHPrXo/On5xb8mmYmgK2WcCCrV0HBr1qzhySefRKVSMX/+fF566SUA1Go1KpWKc+fO5RoaDuDjjz/mk08+YeDAgWzevLl0ra8myqybbHoSfF7L+Pzfd413nFU3xelOefsEHPgaLm4ga0i5E3Z2/OLuypcvnsGximy/wHuBLA9czuabm0071VpOtejo15F119flKZ+1R5nV80sebTSwLJtaoW05H8qk5cY7KnLudLMu4c0b3Z72dT34/VgIK4/e4m5c9l2dDzX1ZnTXevRt7iMX/UpAhhrITbZHBWTB+JuckUyXFV0AOPLsERxtHEvWnnVvwPnVxt9bPwVDvgXbEtRlplMRp/jXtn+Rqk/lsYaP8dmDn6FWle5+peR0HQEfbQUg8JOBONpWvqkxt5wPZfr6QEJzxAStWoXOoNC1oSfLX+yCtpLNf1TZyT40W6XfFlXl3OfyFlj/hvH8RaWBnm9Dr/dAW7HnyrBIvCrEuuvr+HD/h6hVahYOXEgH3w4WrV8UX1nG5VXHQnhvzVnstGq2vtWL+jUq3ve70u9DLahU26Kq7MuFqCjunIAj8+H8WmNSCMClFnR6ETqMMyaPKhBLHk9cvHeRZzc+i07RMbPnTB5t+Khl2phP/Dty4x6jfjpMbXcHDrzft1T1l9nQcEuWLAFg9OjRpiRQUTp0MB6AXbx4sTSrFsI6itOdsk4HGLUcXjsG7Z5HUdvQIS2NueGR2C/oC2d+q9BZc3MFeAXwec/P2TZiGxMemICHnQd3k+7mmwQCUGXmKb4++YUMxZDDoFY1mTe6PX5uuYeJ83OzZ97o9gxqVRMfV3tef7gJe9/rw4IxHenV1BuAPVcieXnpcXrO2skPO6/K5OBCCOuydYIRP8PAGcaLiudWwS8DINp6d9W282nHV72/QqPSsOHGBr48/qVF78KqrAa1qsn+KX1Z+XJXvn26LStf7srGN3riZKvh8I1oZm+/Ut5NFEKUt2aD4JXD0GqEcU7TvV/Agr4Qlv+wztXF0EZDGdpoKAbFwJS9U4hNjS3vJoky9GTHOvRo7EWazsCUNWcxGOSYQgghzFK7AzzxE0w+Dw+9D07ekHAXdn4KswPg71er7DFGC68WTGgzAYDPjnxGeFK41daVNTTcndgUktLKrjdjqRJBx48fR6VSMWrUKLOXqVnTOPRWZGRkaVYtRMVRowkM+4HU146y0M2FRJUKdeQl+HMCfNcODv9ovEulkvN29Oa1dq+xbeQ209iZBVGpIDw5nJMR1WdMUXPkd0Fv/5S+DGqVe0hCrUZN/wBflo7vzJ53ezOhV0M8HG24G5fKl9uu0H3GTl5dcZJD1+/JhVIhhHWoVNDtFeM8FI41IPwc/NQbru2w2ip71enFJz0+AWBZ4DIWnl9otXVVJhq1im6NvBjWtjbdGnnRzM+FWSMfAGDu7uvsCLTeCYoQopJw9DQO6fLkYnDwzN5n7/uqWg+V9GGXD6nvWp/w5HCmHpgqx83ViEqlYsbjD+Bgo+FIUDS/HQsp7yYJIUTl4uIHfT6AyRfg8flQsy3o0+DUcvixByx6FC6uN46sVIW82PpFWnq1JCE9gWmHpv0/e/cdF8W1BXD8N7t0EWx0EcWOHXtvxC6xxRYTjTH9JRpTNBpjejTFmsQUo1Fjjb1iYu8Ve6+oKIINRPruvj9GQCJ9l13K+b7PfFh2pxw2vjkzc+89N8+uHUoWs6GMoy0AF8Kj8+QY6TGqIeju3bsAeHp6Zv+AGvWQen3BqtUuRFYMxd2ZXKokHby9SGjzkdpqHnkdgkbB5JqwbQLE5P2EY3nNzsqO6qWqZ2vdiBhp8P2v/z7Qy6rUm0/pYnzUpTp7P2rPpL518C9XgiS9gXXHbzHg9308M3kHf+6+QlRcwR99JoTIhyq0hNd2qD3D4h7AX33UB4t5dEEcWDGQ9xuo801OCZ7C8gvL8+Q4BV232p4MaVYegJFLjnLtboxlAxJC5A81esJb+6FqV7Wcy+bPYVYHiCiaowcdrB34rvV32Ghs2HZjG/PPzLd0SMKMypV24P2OVQH4Zv0ZbkXGWjgiIYQogKxsoU5/dS7ZoRvVaw1FCyG7YPEgmFoXdk+D2PuWjtQkrDXWfN3ia2w0NuwO3c2yC8vy7FhV3BwB884TZFRDkLOzMwA3b97M9jZXrqhlRcqUyV81BYUwlYdaDUnN31EnW+s6CUpWgNh7sO0bmFwDNoyGBwW7R5KLg4tJ1xNZs7PW0su/LMvfbM66d1owoFE5HGy0XAyP5tM1p2n81WY+Wn6ck6GRlg5VCFHYOHvBkPXg/yJgUB8sLh4EcVF5crjBNQYztOZQAD7b+xmbr23Ok+MUdGO6VMe/XAmi4pJ4c8Fh4hILV288IUQuObpC//lq711bZ7XW/68tYe/PUAQ7Y1YrVY33G6odDH44/AOn7p6ycETCnIY0K09d7xI8jE/i4xUnZVSYEELklqJAuSbq6OMRx6HFSHUUcuQ1+HecWjZu7bsQcc7SkRrNt4Qv7/i/A8B3B7/jxsMbeXKc5PJwFwpKQ1CVKlUAOHbsWLa3WblyJQD16tUz5tBC5H/W9upkam8fhj6zwaMOJMbA/hkwrS4sfw1un7Z0lLni7+qPm4MbCumPZjEYwM3BDX9XfzNHVjTU8HTmm1612DemPZ8F1qCyqyOxiToWHrhOt+m76PHTbpYeviEPBYUQpmNtB4HTodsU0FjD2bUws32e9TIf4T+CnpV6ojfo+XD7hxwKO5QnxynIbKw0/DjQn1LFbDgZGsVna+ThphDiMUVRe+++uRcqtoOkONj4EczplqfzveVX/av2p3259iTpk/hg+wdEJ5ivBIuwLK1G4ds+tbHWKmw+G86a47csHZIQQhR8zmUhYDyMPK3eI7rWUJ93HpoFPzWCuT3g/MYC3QFlUPVB+Lv6E5MUw8e7P0ZvMP3fUjllRFABKQ3XtWtXDAYD06dPJy4u68nLd+7cyaJFi1AUhe7duxtzaCEKDo0WavaCV7fDCyugQmvQJ8HxRTCjKSzoByF7LR1ljmg1WkY3Gg3wVGNQcierd/0/QKvRmju0IsXJzprBzcrzz7utWPxqE7rX8cRaq3D0+gPe//sYTb7ZzFfrTnP1TsGfo0oIkU80eAle2gDFPeHOeXVC8jNrTX4YRVH4pOkntPFuQ4I+gbe3vM25ewW/d5mpeZawZ2r/uigKLDxwnaWH86a3mhCigHL2gkHLodtksC4GIbthRnP1QU0RGhmhKAqfNfsMj2IeXH94nS/2fSEjQ4qQKm7F+V/bygB8uvoU9x4lWDgiIYQoJKzt1aoRb+yGwWugWjdAgctbYUFf+LG+Om96HlWSyEtajZYvW3yJvZU9h28fzpPyspYYEaQYjLgCioqKwtfXl/v379O5c2fmzp1LqVKl0Gg0KIrCiRMn8PPzIykpidmzZ/P+++8THR2Nt7c3Fy5cwNra2pR/S6EVFRWFs7MzkZGRODk55d2BdIlw+E/1df0hoJX/PjmRqE9k6fmlAPSp0gdrTSbfX2gw7J4Cp1cDj/8v6N0YWrwLlTuCxqg2WrPZFLKJCQcmcDsm7UTVfsXb8tezU7DWFoy/ozCJeBjPkkPXWbD/GqEPUutgt6xchkFNfGhfzRWrIvbfxWzn0AJCvo98yIT5N0e5yBjR4bBkMFzbo/7e8n1oO0bt/GBCcUlxvPbvawSHB1ParjTzuszDu7h3trZN1OlZeOAaAAMalSvUOWnqpgtM3nQeO2sNK99qTjV3+f92XpFzaKoC/10UtXufe1dg1VtqYxCoI4UCf1QbiyzAbPnqCUfDjzIkaAg6g47Pm31Oz8o98/yYIpUl83JCkp7u03dx7vZDetT1ZEp/y1eoKfDnUBMy6rsoaudyIfK7+1fhwO8QPA/iH09dYFMc6j0PjV6F0hVNeri8vp5Ycm4JX+z7AlutLUu6L8HX2TfnMWaQ/yJjEqnz+T8AnPi0A8Xtchd7Ts6hRjUEAWzevJkuXbqQlJSEnZ0drVu3JigoCEVR6Ny5MwkJCRw6dIjIyEgMBgN2dnZs27aNRo0aGXPYIkUuEAqxOxdhzzQ4thB0j3smuVSD5sOh1nNpL2L0OgjZA9G3wdENfJqZ/IFbbuj0OoLDg4mIieD8/fP8cfIPHK0dWd9rPSXtSlo6vCJLpzew7Vw48/aFsP18REqnTw9nO/o3LMeARt64Otk9tc2BK/cIfxiHa3E7GlUohVaTfvm/gkTOoWnJ9yFMRpcI/4xTS54CVAqAXr+DnbNJ81VUQhRDg4Zy7v45vIt7M7fzXMrYy1yTT9LrDbz050G2n4+gQplirPpfc5xyeSMhMifn0FTyXRRAej3s/wU2f6aWi7N1hs4T1TJyipJv7zdMaeaJmUwNnoq9lT2Lui7Ct0TOH+iIguno9Qf0+nk3egPMGtKAdtXcLBqPnENTyXchRCEUH60+69z/K9y98PhNBSp3gCavg29b9dojWT69BjEYDLyx6Q1239xNzdI1mddlHlYaK5Ptv9FXmwh/GM/yN5vhXy53z1DN2hAEsHv3bgYNGkRISIi6U+W/paLUQ3h7e7NkyRIaN25s7CGLFEmKRcDDMNg3Qy3TEP94yKRTWWj6ljrM8tIWCBoFUTdTt3HyhE4TwS/QMjGnQ2/Q029tP87eO8vz1Z9PKR8nLOva3RgWHLjGkkPXU0ohWGkUOtRwY1BjH5pWLM3GU2F8tuY0tyJTy3x6ONsxvrsfnWp6WCp0k5BzaFryfQiTO7YY1gyHpFgo5qK+9ygi9XMT5Ks7sXd4Yf0L3Ii+QdWSVZndaTbFbYobGXjhcv9RAt2m7yL0QSydargzY5D/U9fkwnhyDk0l30UBducCrHgdQh/Pv1a1K1TtDNu+zvf3G8bSG/S89u9r7Lu1j0olKrGw60LsrOyy3lAUCl+tO83vO6/g4WzHP++2ynXva1OQc2gq+S6EKMT0eri8RW0QuvBP6vtlqkLj19TOKBc35+tnnrcf3abn6p48THjI2/Xe5tXar5ps34Nm7mfXxTtM7F2Lfg3L5WofZm8IAkhKSmLRokWsXr2aQ4cOER4ejk6no3Tp0tSrV4/AwEAGDx6MjY2NKQ5XpJgtKSa3vkK+aXktSJJHxgD4u/rnbn6cuEi1MWjvz/AoXH3PphgkpDfHy+OHO33n5osTI6gjSuYc+ZfJJ9/DSrFiZY+V+Dj5WDos8Vh8ko4NJ8L4a18Ih0Lup7zv5mTL7aj4p9ZPfnw4Y5B/gW4MkhuLtOT7yIdMmH9Nkoty49ZxmNcTYu6k86Fp8tX1qOu8sOEF7sbdpb5bfX595ldstbYZrp88yhEoNCMcs3L0+gOe+2UPiToDH3etzrCW0tPd1OQcmqrAfxdF/d5HlwR7psLWb0CfmMFKeXe/YbF8hdq5oPfq3tyLu0ffKn0Z13Sc2Y5dlOWHvByboKPjlB1cuxfDoCbl+LJHLbPHkKzAn0NNyKjvoqify4UoSO5chAO/wtEFkBCtvmftAIkx6aycvWsQc11PrLm0hjG7xmClsWJh14VUK1Ut29tmlv8+W3OK2buv8nKLCozr5per2HJyDjVZUVYrKysGDRrEkiVLuHz5MtHR0cTGxnLjxg3WrFnDK6+8Io1A+V1SHMzppi5JcVmvL9KI18UzdONQhm4cSrzu6Yfq2WLnrM4TNOIEdJsCJStk0AgEKXMLBY1WL37ygfgkHZ//nUhSdFWSDElMDZ5q6ZDEE2yttPSo58XSN5qxYXhLnm9cDgdrTbqNQJDyL4zP1pxGp5cJdYXIMybMvybJRbnhVgO0GQ2RN02+8nbyZkbADBytHTl8+zAfbv+QJH1ShuvHJ+kY8Ps+Bvy+j/ik/JEn81pd7xJ88vgG4psNZzl49Z6FIxIiHyvq9z5aK2j5HgzbDBnW08+7+w2L5SugjH0Zvmn5DQBLzi9h49WNZj1+UZUf8rK9jZYJvdXGn7/2XWP/5bsWiUOYUFE/lwtRkJSpBF2+g5GnoeM3UMIng0YgyO41iLmuJ7r5dqN9ufYk6ZMYs2sMCcnTe2RDZvmvipta5eJCeLRJ481I4Z01V4iCzNoOGrwE3bNqSDFAVGhqD5h8Ij68MxpFw78h/3Ik/IilwxHpqO7hxFc9a/HjQP9M1zMAtyLj2H4+ItP1hBBFXMgetcxphkyTr6qXrs60dtOw0diw5foWvtj3BUm6JA6GHWT95fUcDDuILp90jrCUQU18CKzjiU5v4K35wUQ8NO8DViFEARMflcmIIMiv9xvGaubZjJdrvgzAZ3s+48bDGxaOSJhLs4plGNDIG4DRy08Ql1i0rxuEEMLs7Jyh6ZsQOD2LFfPPNYiiKIxrMo5SdqW4cP8CM47NMMl+q7g5AnDh9kOT7C8r0hAkRH72KJsP3/f+CKHBYJpKj0bTx7vT3fdZAH449AMmqkAp8sDD+Ix70z/p5TkHefbHXXy9/gybz9wmMjazBwZCiCIn+rZp18tEQ/eGfNvqWzSKhuUXltNicQuGbhzKqJ2jGLpxKB2XdWRTyCajj1NQKYrCN71qUcnVkfCH8QxfdERGdQohMmbG83d+81a9t6jjUoeHiQ8ZtWMUiZk2iInCZHTn6rg52XLlziOmbLqQ9QZCCCFML7vPPPPJNUhp+9KMa6KWk511chZHw48avc9KruqIoFuRcUTF5f11iMkbgqKioggNDeXatWtZLkKILDi6ZW+980Hwe1uYWhv++RhuHLJ4o9Crtd7A3sqeYxHH+DfkX4vGIjLmWjx7k+MaDHDsRiS/7bjMy3MOUe/zf+g2fSdfrD3NP6fCeBCT/WGxQohCKLv5KrvrZaG9T3v6VO4DwKPEtCVUw2PCGbltJFuvbzbJsQqiYrZW/DLIHwcbLXsu3WXSv+csHZIQIr8y8/k7P7HWWPNtq28pblOc43eOMz04q57JorBwtrdOmR/o952XOXEj0sIRCSFEEVQAr0ECfALo5tsNvUHPx7s/JjYp1qj9Odtb4+akznt74Xbel4czSUPQP//8Q8+ePSlTpgwlS5akXLlyVKhQIdPF11cmrxUiSz7NwMmTlEnSnqKAfSmo/qw6wdqDa7BnOsxsD5NrQtAYuLYf9HpzRg1AGXsXhtQYAsCU4Ckk6qSHXX7UqEIpPJztMvsXhoezHTs/bMvkfnXo39CbCmWKoTfAydAo/th1hVfnHabeF//SacoOPl19iqCTt7j3SBqGhChSssxXQHEPdT0T0Ol1bL+xPd3PDI/rSU8O/g4wf/7LLyq5Fmdi79oA/LT1EpvP5I+edEKIfCY7528rW3CtbraQzMnT0ZPPm30OwOxTs9kVusvCEQlzecbPjW61PdDpDXy47DiJuqJ7zSCEEBaRnWsQJy+T3UOayuhGo3F1cCUkKsQkc6NXdlXLw/196Dp7L93N02oORjcEvf7663Tu3JnVq1dz7949DAZDthchRBY0Wug08fEv/z0xPv69+1ToNxc+uAR950HNPmDjCFE3YN9PMKsDTPaD9R+qdTXNOHfCkBpDKGNfhusPr7P43GKzHVdkn1ajML67OrF4Bv/CGN/dD+9SDvSsV5YJvWuz9f027B/Tnqn96zKwcTkquhTDYICzYQ/5c89VXv8rGP8v/qXD5O2MW3mStcdvyhwVQhR2mearx+xKgME0D1mCw4O5HZNxw4YBA7djbqN1uGKS4xVU3et4MqRZeQDeXXyU6/cymoxVCFFkZef8nRQPfzwD4WfMFpY5BfgE0L9qfwDG7hpLeEy4hSMS5vJpYA1KOFhz5lYUv+24bOlwhBCiaMnONYirn7pePuJs65zSiWT+mfnsv7U/1/sKOnmL4GsPAFh08DoDft9Hi4lbCDp5yxShPsXKmI1//fVXfvvtNwCKFy9Oz549qVOnDiVKlECjkemHhDAJv0DoOxeCRkHUzdT3nTyh0wT1cwAbB/W1XyAkxsKlLXB6FZzbAA9vwYFf1cXRDap3B79noVwz0Bp1GsiUg7UDb9V9i8/2fsYvx38hsFIgTjZOeXY8kTudanowY5A/n605za3IuJT33Z3tGN/dj041PZ7axs3JjmfrevFsXS8Awh/GceDKPfZfvsf+K3c5fzs6ZZm3LwSAii7FaOxbmsYVStHEtzRuTtkrS6fTGzhw5R7hD+NwLW5Howql0Goy6TEihLCMjPKVoxvERULEGfhnHHSeYPShImKyV09asTLPpJv52Zgu1Tl6/QFHrz/gjfmHWfp6M+ys89fNlBDCwjK83/CCxq/Dgd/h3mWYGQA9ZqTefxQi7zd8nyPhRzh3/xxjdo7h12d+RZvPHjwJ0yvjaMsn3fwYueQYUzddoGMNdyo97pkthBDCDDK6BrEvBbH34OK/sO8XaPK65WJMR3Ov5jxX5Tn+Pv8343aPY3ngchxtcpY/gk7e4o2/gvnvUJmwyDje+CuYGYP8030eZwzFYMTQnPr163PkyBGqV6/Oli1bcHPLPzX7CpOoqCicnZ2JjIzEySkPH6InJcD+Gerrxm+AlU3eHasQStQl8teZvwAYVH0Q1lpr0x5Ar1NH9ETfVh+q+TTLXqt4Ujxc2vq4UWid+jAumUOZ1Eah8i2NbhRKSNIze7fa+/ql5hWwsdKQpE+iz+o+XIq8xEs1XmJkg5FGHUPkHVM2uNyNjufg1Xvsu3yPfZfvcu72w6emrSpf2oEmvqVp7FuKxhVK41nC/qn9BJ289VQDlUcmDVTpMds5tICQ7yMfMmH+zfNclB3p5atz62HxIPXzHr9A3QFGHeJg2EGGbhya5Xo93L6grH2tlJxUVIU+iKXbtJ3cj0lkYONyfN2zlqVDKrDkHJqqwH8Xcu/ztIzuNx7dhb8Hw9Wd6nqtPoA2Y8CIzp/5Il/9x5XIK/Rb24/YpFj+V/d/DKs1jODwYCJiInBxcMHf1V8ah4yQ3r1ifmAwGBgy+yDbz0dQ36ckf7/WFI0ZOp0V+HOoCRn1Xci5XIjCIb1rkD3TYdN4QIEBC6Fq56c2s+T1RExiDL1W9yI0OpSelXrSvWL3dK8Z0st/Or2BFhO3pHnW9SQFtXP2rlHtsnwul5NzqFENQcWKFSMuLo5Fixbx3HPP5XY3IgtygSBMJikBruyA0yvg7DqIvZ/6mX0pqNYVavSACq3BhCfPHTd28Nbmt7DWWLOm5xq8HL1Mtm9RMDyISVBHDF1RRwydvhnFf8ueepeyp3GF1BFDp25Gpts7IjkFZrd3hJxD05LvQ1jMlq9gx7egtYWhQeDln+td6fQ6Oi7rSHhMeMqcQP/l7uBOUO8geWj32I7zEQyefQCDASb1rUMv/7KWDqlAknNoKvkuihhdEvz7iVp6GqByR+j1G9iXsGhYprb60mrG7hqLgkIJ2xLcj0+9X3JzcGN0o9EE+ARYMEKRF27cj6Hj5B08StDxWWANBj8uq5qX5ByaSr4LIUS6DAZYMxyC56jzor+0ATzrWjqqNA6FHeKljS899X5W1wx7L91lwO/7stz/wlea0LRi6UzXyck51KguGI6O6pCnypUrG7MbIYS5WNlA5QB49id4/wK8sALqDwGH0uqQyyPz4K/e8F0lWPkmnN+ojijKjF4HV3bCiaXqz3TmIGrp1ZLG7o1J1CcyLXha3vxtIl8r4WBDhxrujOvmx9q3W3Lkkw78MbgBr7bypU5ZZ7Qahev3Yll6+AYfLD1Oy2+38ub8pxuBgJT3PltzOk8n0RNCmFibj6BKJ9DFq6ODonM/B4NWo2V0o9EAKBnUk/6g4QfSCPSEVlVcGN5evWYfs+IEZ8OiLByREKJA0VpBp6+h529gZQcXNsLv7SDinKUjM6nAioE0cGuAAUOaRiCA8JhwRm4byaaQTRaKTuSVsiUdGNW5GgDfBp3lxn2ZU08IISxOUaDrD+DbFhJjYGF/iAy1dFRpPIh/kO77WV0zhD9MfyRQbtfLLqMagqpXrw7ArVt5M4GRMDO9DkIPq0s6D/NF5nR6HSfvnOTknZPoCsL3p7WGiu2g+1R47zy8uBoavAzFXCHuARydDwv6wneVYflrcHY9JP7nBHR6NUypCXO6wbKXYU43En6owdWdC9M8oFcUhfcavIeCwvor6zl155R5/1aR7zjbW9O+uhtjulRn1f9acGx8B/58qSGvt65IvXIl0Cg8NWLoSQbgVqQ6L5EQBZ4J82++zkUajdp7vHRliAqFJYPVkaq5FOATwKQ2k3B1cE3zfnLDUETsXY5df8Cx6w+k0fixd9pVplUVF+IS9bzxVzAP4xItHZIQliP3PrlTpx8M3QhOZeHeJfi9vVppIIfya77S6XVce3gt3c+SR6BOPDAxX8VcUOj0hnydlwc19qGBT0keJegYu+IkRhTPEeYk53IhCjetNfSdAy7V1fnPF/SD+NR5YC15PaHT65hwIP35b5+8ZkhISnoq/7kWz96c2dldL7uMagh69dVXMRgMLFy40FTxCEtKilN7df3eTn0tciReF8+AdQMYsG4A8bosRtHkN1or8G0N3SbBe2dhyHpo9Co4ukN8JBxfBIsGqCOFlg2DM2vUEUBLXkw7mRtgFX2LcpteJ+nkyjTvVy9dnW6+3QD4/tD3cmEt0nC0taJNVVdGd67GijebM7F37WxtZ+reEUJYhAnzb77PRXbOan1nWye4tgc2jjFqdwE+AWzsvZFZHWcxseVEZnWcxahGowCYFjyFHr+u49mfdhOfJA8GADQahSn96uLpbMeVO4/4cOlxycei6JJ7n9zzrAuvbgOfFpDwEBYNhK3fgF6f7V3k13wVHB5MeEzGI1YNGAiLCSM4PNiMURUO8Uk6nv1pd77NyxqNwsQ+tbGx0rD9fAQrjuSvXuciA3IuF6Lws3OGgYvVjuu3T8DSoWrJWix7PREcHsztmNsZfp58zbD/1qGn8l+jCqXwcLbLoLaFOiWCh7M6d7cpGdUQNHDgQHr37s38+fP58ccfTRWTEMKSNFoo3xy6fAcjz6g9/pq8CU5e6o3eib/Vkj7LhkE6hbuS5zCz3jT2qR45b9d7G1utLYduH2Lb9W15/qeIgqtsSYdsrWfq3hFCCDMoU1kdGQRw8HcInmvU7rQaLQ3dG9LFtwsN3RsyoNoA6rnWIyYpBjuPFaSXq4qyUsVs+Ol5f6y1ChtOhjFr91VLhySEKIgcXeDFldD4dfX37RNg8fMQF2nRsIwVERORrfVO3ZUKB4VRRRfHlDKqn689TcTD/NNIKYQQRVpJHxiwCKzs4cI/EDRanUPIgrJ7zXAn9un1tBqF8d39AJ5qDEr+fXx3P7SajJqKcseohiCA+fPn89ZbbzFixAhatGjBtGnTCAoKYseOHVkuQoh8TqOBck2g0zcw4iS8vAma/k9thc/kwZpGAU1UKITsSfO+h6MHg6oPAmBy8GSS9El5Gb0owCzVO0IIYSZVO0Pbserrde/B9YMm27VG0fBps0+x1lhj5XgOK6ejJtt3YVGvXEk+7qreeHyz/gyHrkqZTSFELmitofNE6DEDtLZwbr1aKi7ivKUjyzUXB5dsrffDoR/ovqI7kw5P4mj4UfSG7I+GEvnbq6188fNw4kFMIp+ukQY/IYTIN8rWh16/AoraoXD/LxYNJ7vXDGXs01+vU00PZgzyx905bQdnd2c7Zgzyp1NND6Nj/C8rY3dgbW1NnTp1KFmyJHv37mXv3r3Z2k5RFJKS5CGwEAWGRgPeDdXFoy4sH5b1NtFPD5F8udbLLL+wnCuRV1h+YTl9q/Y1fayiwEvuHfHGX8EopG12zMveEUIIM2r5Ptw6BmfXqiNNX9sOxd1NsmtfZ1+G1XyNGcd/xNZtDffiXsXBxjXrDYuQF5v6cCjkPmuO3eStBcGse6clZRxtLR2WEKIgqjsQXKrC4hfg7gW1RFPv39VG/wLG39UfNwc3wmPCU+r7/5eNxgadQcfVqKvMPjmb2SdnU8quFG2829DWuy1NPJpgZyWj1gsqa62Gb/vU5tmfdrPu+C0C64TRsYZprk+EEEIYye9ZeOYz+PcTCPoIrYnuH3Mjq2sGBQU3BzfqutQDNqW7j041PXjGz50DV+4R/jAO1+Jqh+e8etZl1IigpKQk+vbty6uvvsq9e/cwGAw5WoQQBVR2T7T3Lj9VK7y4TXFer6OWkPjp6E88Snxk6uhEIWGJ3hFCCDPSaKDnL+BSDaLD1AeISaYrwTKo+ovo4jzQWMUw6fC3JttvYaEoChN61aKSqyO3o+IZvuhIvpy8WwhRQHjVV+cNKtdMLSe9sD9sm5ijeYPyA61Gy+hGowH1Ac6TlMf/m9hqIjv77+TbVt/SuXxnHK0duRd3j+UXlvP2lrdptbgVw7cMZ+XFldyPu2+JP0MYqaaXM6+28gVg3MqTRMYmWjgiIYQQKZq9A/WHAAZsVr5B9fgEi4SR2TVDslGNRqHVaLPYj0LTiqV5tq4XTSuWztMOz0aNCPrll19YtmwZAD4+PgwePJg6depQokQJNBqjq84JIfIrn2bg5AlRt0ivRJzBAIoCbP1KnVOo+XCo1ResbAB4rupzLDi7gJCoEGadnMXb9d42b/yiwDB37wghhJnZFof+C+C3tnDjAGz4ELpPNcmurTTWxN3qjUP5n/j32ka2Xe9GG+82Jtl3YVHM1opfBvkT+ONudl+8y+R/z/PuM1XknCuEyB1HVxi8GjaOgQO/wbavIey4WjrOzsnS0WVbgE8Ak9pMYsKBCWkmgXZzcGNUo1EE+AQA0LlCZzpX6EyiLpGDtw+y9dpWtt3YRtijMLZc38KW61vQKBrqutSlXbl2tPVuSzmncpb6s0QODW9fmY0nw7h85xHfrD/DhN61LR2SEEIIUB84dvke7oegXN7Kj7cTGOjpZpFQMrpmsLey5+sWXxPgE0BMQv6piGZUQ9DMmTMBaNKkCZs3b8be3t4kQQkh8jmNFjpNhCUvwn8KdyV3JtZV7YbV1Z1w5zysegu2fAVN34L6g7G2Lc67/u8yYtsI5p6aS98qfXErZpmTtsj/kntHCCEKqdIVoc8fMP85OPwneNSBBkNNsmt9XFkS77XEpvQOvtj3BfXd6lPcprhJ9l1YVHItzje9ajF80VF+3HqR+ftDuB+T2vPZw9mO8d39ZBSmECJ7tNbQ5Tv1XL72XbX858wLaqN/mUqWji7bAnwCaOvdluDwYCJiInBxcMHf1T/dXr3WWmuaeTajmWczxhjGcObeGbZe38rWa1s5d/8cweHBBIcH8/2h76noXJG25drS1rstNcvURKNIB9r8ys5ay4Teten7614WHbxO9zqeNK9UxtJhCSGEAPV6o+8c9H88g2vEOX66HQHx0WDtYPZQnrxm2HF9B3+e/hNXe9eUjiP5iVENQRcvXkRRFD766CNpBCoMNNbQenTqa5Ej1hpr3qjzRsrrQs8vEPrOhaBREHUz5e1oWze2+46kY59XISkaDs+GvT/Dw5vwz1jY8S00epV2jV6lnms9joQf4cejP/JF8y8s+McIIYQFmTD/FthcVPkZaP8JbP4M1n8Irn5QrolRu7TSaBjevjJJ+tfZ+ugq1x9eY/LhyXzS9BMTBV14PFvXi+XBoWw/H5GmEQggLDKON/4KlpKcovCRe5+8VW+QWvpz8SC4cw5+bwu9Z0KVjkDByFdajZaG7g1ztI2iKPiV9sOvtB9v1X2L0OhQtl3fxtbrWzkcdphLkZe4dOISM0/MxMXehdberWnr3ZbGHo2x1aY/T5tOr8tWg1R+l5yXk18XBI0qlOKFJj7M2xfCR8tPEDSiJQ42Rk+1LUxJzuVCFF12zuj6LyLut5ZUjY9Gv/INGLAYtOY/TydfM1QpWYU5p+cQ8jCEu7F3KW1fOl/lP8VgxGQ9bm5u3Llzh8OHD1O3bl0ThiWeFBUVhbOzM5GRkTg5FZwh9aKI0OsgZA9E3wZHN7Vs3H9vTJLi4dgi2DMN7l5U37Oy4061zgx6sJ+b1tb83f1vqpaqav74RaEn59C05PsQ+ZbBAH8PgdMroZgrvLZdLUNqAgfDDjJ0ozrKaFbHWTl+sFfY6fQGmk/YTFhU+nM0Kajzs+0a1a7Il4mTc2gq+S5Etjy8rVYRuL4PUKDtWGj5njpPXBETGR/JrtBdbLm2hV2hu4hJikn5zN7KnhZeLWjr3ZZWZVvhbOsMwKaQTemWqBvdaHS+7GlcGD2MS6Tj5B3cjIxjWIsKfNzNzyT7lXNoKvkuhBBGuXEY/uwKSbHQcJhaNk6x3D1Lr9W9uHD/ApPbTDZLrs7JOdSoq686deoAEBISYsxuhBAFmUYLFVpCrT7qz/R6p1nZQv3B8NYB6DsPPP0hKY4yJ1ewLvQWE8IjWLJjnPljF0IIkX8oCvT4GVxrwKNwtRd5YpxJdt3QvSF9qvQB4NM9nxKXZJr9FhYHrtzLsBEI1AKwtyLjOHDlnvmCEkIUDsXdYPAaaPAyYICtX8LfL0L8Q0tHZnbOts509e3KD21+YGf/ncwImEG/qv1wdXAlNimWf0P+ZcyuMbRe3JqhG4cybtc43t32bppGIIDwmHBGbhvJppBNFvpLipbidtZ81bMWALN2X+HItfsWjkgIIUQaZetDr98ABQ7OhH0zLBqOv6s/AIdvH7ZoHOkxqiHo9ddfx2Aw8Mcff5gqHmFJej2En1EXvd7S0RQ4eoOei/cvcvH+RfSGovn96fUGzt9+yPnbD9Hr0xlsqNGqJeVe2aLeEFZsj9ZgoMujGMYd3cj9me3gyk61V7gQQhQVJsy/BT4X2RSD/vPBrgSEHoZ17+U6J/w3J42sPxJXe1euPbzGjGOWvTnIb8IfZq9hLLvrCVEgyL2P+VjZQLdJ0H0aaG3gzBoMMwMIubyl4OYrI9lobWjh1YKPm3zMpj6bWNR1Ea/WfpXKJSujM+g4GHaQlZdWprut4fH8rBMPTESn15kxauNkea+Yj7Wt5krPel7oDTBq2XESkorev9l8S87lQhRpKfe/Hn7on/lMfXPjGDi7zmIxJTcEBYcHA/kr/xnVENSrVy9ef/111q5dy/vvv49OV3AuQkQ6kmLh5ybqkhRr6WgKnLikOHqu7knP1T2LbE/juCQdHSbvoMPkHcQlZXI+UBSo0ApeWA6v7eCMpx86oOSNwzCnG8xsD2fWyIWcEKJoMGH+LRS5qFQFeG42KBo4+pfaqysX/puTitsU5+MmHwMw59QcTt89bcqoCzTX4nYmXU+IAkHufcyv/mAYsh4c3VEizlLyr178sKhTwc1XJqIoCjXK1ODtem+zPHA563utp3/V/pluY8BAWExYykOmgiDb94r51LhufpQuZsP529H8vO2ipcMRyeRcLkSRlub+t+EwqP8SYIBlw+DmEYvE5O+mNgSdvXeWR4mP8lX+M2r2pLlz59KkSROOHDnC5MmTWbp0Kb169aJKlSo4ODhkuf2LL75ozOGFEIWBRx08BwfRf1F7et+5xXMx8WhDD6slgUpXhubvQO1+ank5IYQQRUPFdvDM5/DPxxA0GlyrQ/kWRu+2bbm2dCrfiaCrQYzfM54FXRfk20nKzalRhVJ4ONsRFhlHRn3UPJztaFShlFnjEkIUQt4N4bXt6BY9j1PoIX66HUHS7mnQepRF6/nnJ97FvannWo9F5xZluW5ETIQZIhIApYrZ8GlgDd5eeISftl6kg587kbGJhD+Mw7W4miOL+jx6QghhUYoCXb6DByFwaQss6A+vbAbnsmYNw72YO16OXoRGh3Is/Bh1XRqZ9fiZMaohaMiQIShPXKxdv36dqVOnZmtbRVGkIUgIAaj1srs1eJuvDn3P39YlWeTSBuvDf8LdC7D6bdj6NTR5E+oPATuZPFIIIYqEpv+DW8fgxN+wZDC8ug1KeBu929GNRrP31l7O3jvLnFNzGFZrmPGxFnBajcL47n688VcwCqTbGPR+h6rygEsIYRrF3YkftJR1P9fkuYfR2Gz7BsJPw7M/g60j6HUQsgeib4OjG/g0S38e0kLMxcElW+tde3gNg8GQ5rmMyDvdanuw6uhNNp25zbM/7SJRl5oxPZztGN/dj041PSwYoRBCFHFaa3juT5jVSb22WNAPhgaBbXGzhuHv6k9odCjB4cH5qiHIqNJwAAaDIdeLEEIkG1BtAF6OXpxPvM8sVy949xR0+BKKe8DDW/DvOJhcEzZ/DtHhlg5XCCFEXlMUdT4J91oQcwcWPw+Jxpf8KG1fmlENRwEw4+gMrkReMXqfhUGnmh7MGOSPu3Pa8m/ax88WVx4NJUknJVuFECZiZcvnZUrxeemSGDTWcHoV/PEMHPgdptRUy0Uve1n9OaUmnF5t6YjNyt/VHzcHNxQyb+D56ehPDAkawsk7J80UWdGmKArtq7sCpGkEAgiLjOONv4IJOnnLEqEJIYRIZucMAxdDMVe4fRL+fgl0SWYNoZ5bPYB8V8LVqIagK1eu5Hq5fPmyqf4GIUQhYKO1Ybj/cABmnZzFHX08NHsbhh+DwB/VMnHxkbDzB7VBaO1IuCcP74QQolCzcYD+C8ChtDo6aM1wMEFnom6+3Wju1ZwEfQKf7vm0SE5Unp5ONT3YNaodC19pwtT+dVn4ShNWvtUCe2stOy/c4ct1ZywdohCikPnbqTjxg5aqI3/CT8P69yHqZtqVom7BkheLVGOQVqNldKPRAE81BiX/HlAuAFutLcHhwQxYN4BRO0ZxM/rmU/sSpqPTG5i2+UK6nyVfnXy25jQ6C08GLoQQRV6JcjBwEVjZw8V/IWiUSe4js6u+a30AjkccJ1GXaLbjZsWohiAfHx+jFiGEeFKn8p2oWbomMUkxzDg6Q33Tyhb8X4C3DkC/+eDVAHTxcOgPmO6vtuzfOvb0zvQ6uLITTixVf+oL3oSkQgghUC/in/sTFC0cXwz7Zhi9S0VR+KTJJ9hb2RMcHsySc0uMj7OQ0GoUmlYszbN1vWhasTS1yjozuV9dAP7cc5UF+69ZNkAhRKGj924Ew7ZAhnO2PX5wEzS6SF3TB/gEMKnNJFwdXNO87+bgxuQ2k5ncdjJre64lsGIgAOuvrKf7iu5MOjyJhwkPLRFyoXfgyj1uRcZl+LkBuBUZx4Er98wXlBBCiPR51YfevwMKHJxpkvvI7KrgXIGStiWJ18Vz9v5psx03K0aXhhNCCFNRFIX3GrwHwLILy7j84ImRgxoNVO8GwzbBkHVQKQAMeji1HH5tBfN6wuXtagv/6dVSUkIIIQqTCq2g41fq638+hsvbjN6lp6MnI/xHADD58GRuRUspl4x0qunO+x2qAPDJqpPsu3zXwhEJIQqd+1dAn1mPWQNEhapzBxUhAT4BbOy9kVkdZzGx5URmdZxFUO8gAnwCAHVC6q9afMXibotp5N6IBH0Cs0/OpsvyLiw4s4DETL9TkVPhDzNuBMrNekIIIfJY9e7Q4Qv19cYxcHadWQ6rKAr1XNXycEfDj5jlmNlhZekARD6isVZLcSW/FjlirbFmSI0hKa+LIiuNhldb+aa8zo0G7g1o692Wrde3MvnwZKa3n552BUWB8i3UJewE7J4KJ5fBpS3qUrKCeiP5X8klJfrOBb/AXMUmhBB5woT5t1DnosavqyNAjy1UR4O+ug1KZjzCPDs5qX+1/gRdDeJI+BE+3/c5P7f/WSbczsBbbStx7nY0a47d5I2/DrPqrRaUK+1g6bCEyD2597Gop/JV9O3sbZjd9QoRrUZLQ/eGma7jV9qPmR1msuPGDn44/ANXIq/wzYFvWHB2Ae/Wf5d23u0snt9Mca9oaa7F7bJeKQfrCROQc7kQRVq27n+b/g/uXoLDs2HZMHhpPXjWy/PY/N382XJ9C8fvHOXVVs0By+c/xWAwY4E8kStRUVE4OzsTGRmJk5OTpcMRIs9dibxCz1U90Rl0zOo4K8sbH+5fhT0/QvBctWxchhRw8oQRJ0CjNWXIIh+Tc2ha8n2IAi0xFmZ3hptHwK0WvPyPOo+QES5HXqbP6j4k6hP5puU3dPPtZqJgC5+4RB39ft3LsRuRVHZ1ZPmbzShuV7Qeusg5NJV8F8KkruxUR/FnZfBaqNAy7+MpwJL0SSy/sJyfjv7EvTi1RJm/qz8fNPyAmmVqWji6gk2nN9Bi4hbCIuNI70GaArg727FrVDu0mswb3uQcmkq+CyFEntMlwYK+cGkzOLrDK5vBuWyeHvLknZMMWDcAJxsndvbfiUbJm0agnJxDTRLBmTNnePfdd2nQoAGlSpXC2toarVab6WJlJYORhBDpq+BcgT5V+gDw/aHvs57Eu2R56Po99JmVxZ6LZkkJIYQoNKztod9fUMwFbp+A1f9TL+qNmBPO19mX1+u8DsDEAxNTHpqJp9lZa/ntxQa4OdlyITya4YuOyoTYQgjT8Gmmdtgik4fnxVzU9USmrDRW9K3al3U91/FKrVew1doSHB7MgHUD+HDHh4RGh1o6xAJLq1EY390PePpfavLv47v7ZdkIJIQQwsy0Vuq8s65+EB0G8/tCXFSeHrJqqarYW9kTlRDFpQeX8vRY2WV0Q9CkSZOoW7cu06ZNIzg4mAcPHqDT6TAYDFkuIp/R6+F+iLros3jwLp6iN+gJjQ4lNDo064aLQkqvN3D9XgzX78WgN/LB0Bt13qCYdTFO3z3N+ivrs7dRUjZrMRfBkhJCiHzMhPm3SOQi57JqmU+NlVoa9NsK6c4Jl5Oc9FLNl6hSsgoP4h8w4cAEM/0hBZObkx2/v9gAWysNW86G823QWUuHJETuyL2PRT2VrzRa6DTx8acZPESPvQ9nZM7P7HK0ceQd/3dY23MtgRUDUVDYcGUDgSsCmXR4ElEJefsA7L9Mea9oSZ1qejBjkD/uzmnLv7k72zFjkD+danpYKLIiSs7lQhRpObr/tXOCgUvA0Q3CT8HSl9ROhXnEWmNNbZfaAGy+si9f5D+jSsMFBQXRpUsXdUeKQuPGjalfvz6lSpVCk42ad+PHj8/toYsUsw2TTXgEX3uqr8fcBJtieXesQigmMYbGCxoDsH/gfhysi17d/JiEJPw+2QjA6c874mBj3Mi/34//zrQj0/Ao5sGanmuw1dpmvoGUlBDpkFIDacn3kQ+ZMP8WqVy0+h0InpPOB+oDxPhes6m6wAbIXk46decUA9cPRG/Q82O7H2nt3drUERcqa47d5O2F6sSn3z9Xhz7187a0Qn4h59BUBf67kHsfi8owX51eDUGjIOpm6srFPdWHNrceT7Yc8Bk0H67OHSqy7fTd00w6NIn9YfsBKGFbgtfrvE7fqn3NMq+gqe8VLU2nN3Dgyj3CH8bhWtyORhVK5WgkUIE/h5qQUd+FnMuFKNJydf8bGgyzu0BSLDR4Gbr+kGfXFDOOzuDnYz+TGFmHuJsD8iT/5eQcatSRp0yZAkDJkiVZvXo1zZs3N2Z3QgiRxiC/QSw+t5hbj26x4MwCXqr5UuYbJJeUiLoF6VZtRr2JlJISQghRsOl1cPHfDD40AArWm8aiYSL6bA6Ar1GmBoP9BjP71Gw+3/c5q9xW4WjjaLKQC5vudTy5cPsh07ZcZMzyE1Qo40B9n1KWDksIUdD5BUK1rmop5+jbaa/dgz6CA7/CpvFw/wp0+UEt9SKyxa+0H793+J2doTv54dAPXI68zIQDE1h4diHv+r9Lu3LtUKRxLdu0GoWmFUtbOgwhhBA55eUPvWfC4kFw6A8oXRGavpUnh/J38wdAW+wiVk5HOHy7NM28GqK10LzlRpWGO3ToEIqi8Mknn0gjkBDC5Oyt7Hm73tuAOjroQdyDzDfITkkJXSI8uGayGIUQQlhAyJ60vcWfYkATFUojTc7Klr1R9w28i3sTHhPO5MOTjYuxCBgRUIVONdxJ0Ol5bd5hQh/EWjokIURhoNGqo/dr9VF/arTq0uVb6DQBUODwn+qkz3lc37+wURSFVmVbsSxwGeOajKOUXSlCokIYsW0EQ4KGcCLihKVDFEIIIfJe9W7Q4Uv19caxcHZdnhzmTuwdADRWj7D3WsybW16h47KObArZlCfHy4pRDUExMTEAtGjRwiTBWIKiKNla2rRpk+W+NmzYQM+ePSlbtiy2traULVuWnj17smHDhrz/Q4QopLr5dqNaqWo8THzIr8d/zXoDv0B17gin/9RmLu6hLrH3YE53tYawECYmOUUIM8nmXG+uPMjRbu2t7Pm06acALDm/hENhh3IYWNGi0ShM6leH6h5O3IlOYNicQzyKz7s620WJ5BMhMtDkDeg/H6zs4dJmmN0ZIm9YOqoCx0pjRd+qfVnfaz2v1n4VO60dweHBDFw/kA93fEhodKilQxQmIvlECCEy0PQtaDAUMMCyYXDziEl3vylkEx/t/Oip98Njwhm5baRFGoOMagjy8vICICEhwSTBFFR6vZ5hw4bRpUsXVq5cSWhoKAkJCYSGhrJy5Uq6dOnCK6+8gl4mrhMix7QaLSPrjwRg0dlFXIvKxmgev0AYcVKdC6j3H+rPd0/Bq9ugdCWIvK7OJfTget4GL0QuSE4RIhsc3bK1WjglcrzrRh6N6F25NwCf7v2UuKS4HO+jKHGwsWLm4AaUcbTlzK0oRi45avFJUIVK8okotKp1hZfWQzFXuH0SZgbArWOWjqpAKmZdjLfrvc2anmsIrBiIgsKGKxvovqI7kw5NIiohdcSVTq/jYNhB1l9ez8Gwg+j0OgtGLsxJ8okQolBSFOj8HVQKgMQYWNDPZM8JdXodEw5MwJDOtBXJ7008MNHsudSogrrdu3dn6tSp7N69m6ZNm5oqJot44403ePPNNzP8vFixjCecGzt2LH/88QcA9erV48MPP6RixYpcunSJb7/9liNHjjBz5kxcXFz4+uuvTR67EIVdU8+mNPdqzu7Q3UwJnsKkNpOy3ii5pMSTirvD4DXwZ1e4d1ltDBqyHpy98iZwUWRJThEij2U5J5yC3smTA+HVcrX7kQ1GsvPGTkKiQvjl2C+MqD/CmGgLPa8S9vz6Qn0G/LaPjaduM3nTed7rUNXSYRUKkk+EyICXP7yyGeb3hYgzMKszPDcbqnS0dGQFknsxd75q8RWDqg/ih0M/sD9sP7NPzWbFxRW8Xud1StuV5vtD33M7JnVErpuDG6MbjSbAJ8CCkYvsknwihBDp0FpBn9kwqxOEn1Ibg4YGgZ2TUbsNDg9OkzP/y4CBsJgwgsODaeje0Khj5YRRDUHvv/8+8+bN44cffmDQoEG4u7ubKi6zc3V1pWbNmjne7vz583z//fcANGjQgB07dmBvbw9Aw4YNCQwMpHXr1hw6dIjvvvuOoUOHUqlSJZPGLkRR8F7999h7cy//hvzL0fCj1HWtm7sdOXmqI4T+7AL3rz5uDFqnvi+EiUhOESKPJc8Jt+RF1Dnh/tsYZCAx4Cv0C3I3+N3JxomPm3zMO1vf4c9Tf9KhfAf8SvsZG3WhVt+nJN/0qsV7fx9j+paLVHJ15Nm60tHCWJJPhMhEiXLqw5q/B8PlbbCwP3T+Fhq9YunICqzqpavze4ff2Rm6k0mHJnEp8hITDkxId93k0jaT2kySxqACQPKJEEJkwM4JBi6Gme3VxqClL8GAxWojUS5FxESYdD1TMao0nKenJ6tWrUKn09GsWTPWr19vqrgKjClTppCUpNZCnz59ekpCTObg4MD06dMBSEpKYvLkfDzxsMYKGg5TF41RbYRFkpXGin5V+9Gvaj+siuj3p9UovNDEhxea+KDVKCbdd+WSlelRqQcA3x/6HoPBiLIzzl5qY1CJco9HBnWHh2GmCVQIIxSqnCKyz4T5t0jloozmhHtMkxhtVE5qW64tHct3RGfQMX7PeBL1icZGXOj1rl+W11r7AvDh0uMcu/7AsgEVYZJPskHufSzKZPnKvgQ8vxTqDQKDHta/r076LCWqck1RFFqVbcXSwKV83ORjFNLPoTktbZOX94oi7+T7fCLnciGKNJNdT5TwhgGL1DkIL26CDR+AEc8dXRxcTLqeqSgGI56mtmvXDoCbN29y/vx5FEWhRIkSVK5cGQcHh8wPrChs3rw5t4c2GUVRL0DGjx/Pp59+mqNtDQYDZcuW5ebNm1SrVo0zZ85kuG61atU4d+4cXl5eXL9+PeW42REVFYWzszORkZE4ORk3NE2Igiw8JpxuK7oRmxTLD61/oEP5Dsbt8H6IWiYu8jqUqaKODHJ0NU2wIt8w5zlUcooQFqDXQcgeiL6tzh10fR9s+RJsisMbu6Bk+Vzv+k7sHXqs6kFkfCTD/YczrNYw08VdSOn0Bl6de4jNZ8NxLW7L6v+1wN3ZztJhmYy5zqGST4TIIYMBdn6vnv8BqnWDXr+DTebPJUTmDoYdZOjGoVmuN6vjLLOWtikMJJ+kknwihMg3zqyFxYMAA3T4Cpr9L1e70el1dFzWkfCY8HTnCVJQcHNwI6h3EFqN1qiQc3IONWpE0LZt29i+fTsXLlwA1CRx//59Dhw4wLZt29Jdtm/fnvK6oLty5Qo3b94EoHXr1pmum/x5aGgoV69ezevQhCiUXB1cGVxjMABTgqeQqDOyd3ZJH3XOICcvuHNeHRkUbd5hmUIkk5wiRC4lzwlXq4/6s8VIKNcUEh7CitfVhqJcKmNfhg8bfgjAjKMzuBJ5xVRRF1pajcKU/nWp4uZI+MN4Xp13iLhEmVDcnCSfiCJJUaDVB9D7D9DawNm1agno6HBLR1agZbdkzcqLK7kXdy+PoxHmJvlECFHkVO8GHR53KvnnY7VhKBe0Gi2jG40GeGpkbfLvoxqNMroRKKeMaghq1apVytK6detsLcnrtmrVylR/g0n8/fff+Pn54eDgQPHixalcuTKDBw9m69atGW5z+vTplNfVqmU+GfGTn2fWi8KiDAZ4dEddjCm7VUQZDAbuxd3jXtw948qWFWAGg4G70fHcjY7Ps+/gpRovUdquNNcfXmfxucXG77BUBbUxqLgnRJyFuYHw6K7x+xVFmuQUkSMmzL+Si1Abhnr+gsHGEa7t5dHWSUZ9F919u9PcszkJ+gQ+3fMpeoOUG8pKcTtrZr7YkJIO1hy/EckHS48X3X+PRpJ8kofk3sei8ixf1eoDL64C+5IQelit9x9xznT7L2KyW7Jm9aXVtF/Snre3vM2mkE0k6BKeWscc94oiY4U2n8i5XIgiLU+uJ5q+BQ1eBgywbBiEBudqNwE+AUxqMwlXh7SVh9wc3Cw2v55RBTQLw6ieZE8mOICLFy9y8eJF5s6dS48ePfjzzz9xdnZOs86NGzdSXpctWzbT/Xt7e6e8vn79ugkizgOJMfBdRfX1mJtgU8yy8RQwsUmxtF6s9oLZP3A/DtZFrwxBbKKO+l9uAuD05x1xsDF9jV4HawfeqvcWn+/9nF+O/0JgpUCcbIwcPl66otoY9GdXCD8Nc5+FwavBoZRpghZFjuQUkSMmzL+Six4rWZ6EZ77Gdt07WO/4hrjK7bEv55+rXSmKwidNP6HHqh4Ehwez+OxiKpWsRERMBC4OLvi7+pu9J1dBUK60A78Mqs/zM/ez5thNqrg68nb7ypYOq8CRfJKH5N7HovI0X/k0g5c3wYLn1PlA/3gG+v0FFfJXZ9SCwN/VHzcHtwxL2wAUtymOt6M3p++dZtv1bWy7vg1nW2c6l+9MYMVAapapiaIoZrlXFBkrtPlEzuVCFGl5cj2hKND5W3gQos4XtLA/DNusziOUQwE+ATR2a0m9Sd9i77UEa401a3uuxdbK1vg4c8GoEUGFgYODA/379+f3339n586dHDlyhH/++YexY8dSunRpAFauXMmzzz5LYmLaMlQPHz5Mee3o6JjpcYoVS01G0dHRma4bHx9PVFRUmkUIkapnpZ5UdK5IZHwkM0/MNM1Oy1RSG4OKucLtE2pjUIyUNxA5IzlFiPxDV3sgQbqG2Cg6bFe/Domxud6Xp6Mnw/2HA/DNgW8YunEoo3aOYujGoXRc1pFNIZtMFXah0ti3NF/2qAnAD/+eJ+jkLQtHVHBIPhHCSGUqqY1B3o0hLhLm9YSjCywdVYGTVWkbBYXPm33O4u6LWRG4gpdqvoSrvSuR8ZEsOreIgesH0mNVD2aemMntmNuW+BOKPMknQgiRC1or6DMbXGuoc9Eu6AtxuTtXaTVakqLqYtDbkKhPJDQ61MTBZl+RbwgKDQ1l4cKFDBs2jBYtWlC3bl2eeeYZvvzyS06dOkW9evUA2L59OzNmzEizbVxcXMprGxubTI9ja5va0hcbm/mDiG+++QZnZ+eU5cmeFUIIsNJYMbLBSADmn57PzeibptmxS5XHjUEuEHZcvWGMfWCafYsiQXKKEPmIovBR4stEGJzR3DkHmz4zancu9mp5nP/2iA6PCWfktpHSGJSB/o3K8VLz8gC8u/gYp25GWjagAkLyiRAmUKw0vLgaavQCfRKsfAO2fi3lo3Iou6VtKpWsxMj6I/mnzz/8GvArXSp0wU5rx+XIy0wNnsqzqzpj7z0TK6cjxCblvnOGyBnJJ0IIkUt2TvD8EnB0V6sH/T0EdEm53JkGfZw7AOfuW65kbZFvCCpRokSGn7m5ubF06VKsra0BmD59eprP7ezsUl4nJDxdA/dJ8fHxKa/t7e0zXfejjz4iMjIyZSlyZRqEyIaWXi1p7N6YBH0C045MM92OXaupN4wOpeHWUfirl9qLUIhskJwiRP5yHyc+SHxV/WX/DLiUcR38zOj0Or49+G26nyU3DE08MBGdXper/Rd2Y7tUp2XlMsQm6nhlziEiHsZnvVERJ/lECBOxtoPef0ALtRMZ2yfCitcgSc5DORHgE8DG3huZ1XEWE1tOZFbHWQT1Dkp3fgOtRkszr2ZMbDWRrX238lmzz6jvVh8DBqwcL2LvtZguKwIYt3scB8MOytx7eUzyiRBCGMG5LAxcBNYOcGkzbPgg1x1KdPEeAJy7l88bgq5du5ayZPR+bpaCwNfXl2eeeQZQa6jevJk68qB48eIpr7Ma+vro0aOU11kNqbW1tcXJySnNIoRIS1GUlFFB6y6v49SdU6bbuZuf2hiUPMnsX71zPQRUiCdJThHC/Lbp65Ho/5L6y8o3c1X2Mzg8ONOSNgYMhMWEERyeu4lECzsrrYYfB/rjW6YYNyPjeG3eIeKTpNHMGJJPhMgBjQYCxkP3aaBo4fhideS/lIHOEa1GS0P3hnTx7UJD94bZmh/P0caRXpV78WenP1nefQ3xEQHoE0oRkxTDyosrGbpxKF2Wd+HHIz9yLapgPCMqbCSfCCFEFjzrQe+ZgAKHZsHen3K1G33c44ag/D4iqEKFClSoUAFfX99038/N8t995Wd+fn4pr0NDU+v4PTlZ3pOT6KXnyR4OMuxVCNPwK+1HN99uAPxw+AcMpizz4F4TXlwFdiXgxkGY/xzEP8xyMyGyIjlFCPNLbPcZlKoID2/Cuvdy3IsrIibCpOsVRc721swc3AAnOyuCrz3go+UnTJu3iyDJJ0LkUP3BMGgp2DpByG74owPcu2LpqIoML8eyJNwJ4NGlD/g1YBa9K/fG0dqR0OhQfj3+K11XdOWF9S/w9/m/iUrIuBOeTq/jYNhB1l9ez8GwgzIa1wQknwghRBaqdYWOX6mv//kYzqzN8S6SRwSdv3felJHlSLYaggwGQ8qS0fu5WQoKRVHSff/JZHn27NlM9/Hk59WrVzdNYEII3qn3DjYaGw6GHWT7je2m3blHHXhxJdg5w/V9ML8vJDzKcjMhMiM5RQgLsCkGvX5Xe4KfWg4nluZocxcHF5OuV1T5ujjy8/P10WoUlgeH8vvOy+j0BvZeusuqo6HsvXQXnb7g3CNYmuQTIXKhYjsYGgROZeHuBZgZANcPWjqqIkahrks9Pm32KVv7bmViy4k092qORtFwNOIon+/9nLaL2/LB9g/YeWMnSfrU+Rg2hWyi47KODN04lFE7RzF041A6Luso8/QZSfKJEEJkQ5M3oeEwwADLhkFozqpB6OPVOYLCY8O5H3c/DwLMmlV2Vpo9e3aO3i9sTp8+nfLa09Mz5XWFChXw9PTk5s2bbN+e+QPoHTt2AODl5UX58uXzJE6jaaygzsDU1yJHrDRWBFYMTHldFGk1Cr39y6a8NgcPRw8G+Q1i1slZTDo8iRZeLUz7/XvWgxdWwNwecG0PLOgHA5eAjYPpjiGKlCKTU0T2mTD/Si5K9VROKlsfWo+CbV+ro4LKNYES2eux6u/qj5uDG+Ex4SlzAv2Xu4M7/q7+Jou/sGpRuQzju/vxyapTfL3+LDO2XeJ+TGLK5x7Odozv7kenmh4WjLJgkHxiJLn3sSiL5iu3GjBsEyzsB7eOwZxu0PNXqNHDvHEUMendK9pZ2dHFtwtdfLsQHhPOusvrWH1pNRcfXCToahBBV4MoY1+GrhW64urgyveHvn8qD4fHhDNy20gmtZmU7pxFImsFOp/IuVyIIs2s1xOKAp0mwv0QuPgvLOwPwzZneU/5ZP47rfXmRvR1zt0/RxOPJnkbbzoUQ0EammMBV65coVq1aiQkJFCxYkUuXryY5vM333yTGTNmALB3716aNHn6P+K+ffto2rRpyvo//ZSzWoJRUVE4OzsTGRkptVOFSMfDhId0Wd6FB/EPGNdkHH2r9jX9Qa4fVGuJJzyECq1h4GKwznwSTJE/5KdzqOQUISxMlwSzOkLoISjfUp0PTpOtAfJsCtnEyG3q3HTpNQZNaj2JZ8o/Y9JwCyuDwcCLsw6w88Kdpz5L7kYyY5B/vmwMyi/nUMknQphAfLTao/f8BvX3Zz6HZu+oD3qExRgMBk7fO82aS2tYf3k99+Oz7jWtoODm4EZQ76BszV2UH+SXc6jkEyGEyKG4KJjdGW6fBFc/GLoR7LJ37np367tsuraJ9xu8z+Aag00STk7Oodm78y2k1qxZQ1JSUoaf3759m969e5OQkACoCe2/RowYgVarXmi8/fbbxMbGpvk8NjaWt99+GwArKytGjBhhouiFEMmK2xTn9TqvA/DT0Z94lJgH5du8G8KgZWDjCFe2w8IBkBhn+uOIAktyihAFgNYKev0G1g5wdSfs+znbmwb4BDCpzSRcHVzT/Tw7D6qESm+AC7fTn3Q6uYntszWni2yZOMknQpiJrSP0nw+NXlN///cTWPuu2mkAQK+DKzvVcqJXdqq/izynKAo1StdgdKPRbH5uM1PbTs1yxK0BA2ExYQSH56xMT2En+UQIIfKAnZPaOdzRHcJPw99DIDE+W9cMVUpVAeD8fcvME1SkRwSVL1+exMREevfuTdOmTSlfvjz29vbcuXOHbdu28euvv3LnjtpTsUWLFmzatAlbW9un9vPRRx8xYcIEAOrVq8eoUaOoWLEily5dYuLEiRw5ciRlva+//jrHcZqtd4TBAIkx6mtrB+kJlUMGg4HYJPWiyN7KPsM6u4WZwWAgNlE92dlba836HSTqEum5uichUSG8WvtV3q73dt4cKGQv/NUbEh9BpQDovwCsnj4viPzDXOdQySki10yYfyUXpco0Jx2aDWtHgNYGXt2mlgnKJp1eR3B4MBExEbg4uHDm7hm+O/Qd9lb2LOu+DG8nmSA5K3sv3WXA7/uyXG/hK01oWrG0GSLKPnOcQyWfmInc+1hUvstX+2ZA0EeAQb3Gr90XNn0KUTdT13HyVEvC+AVaKsoCzZh7xfWX1zNq56gs1xvhP4KhNYda/t9TNkg+SWXUdyHnciGKNIteT9w8ArO7qOcga4fUcxGkuWZ4Mv/tu7WD4duGU7VkVZYG5mze2ozk5Bxa5BuCQkJCslyvd+/ezJw5kxIlSqT7uV6v55VXXmHWrFkZ7uPll1/mt99+Q5PN8iNPMttNVsIj+PpxPdgxN9WJlUW2xSTG0HhBYwD2D9yPg3XRm0MmJiEJv082AnD684442Ji3Ru+mkE28u+1d7LR2rO25FrdibnlzoKu74K8+kBQLlTtCv3nSGJSPmbMhSHKKyBUT5l/JRakyzUkGg1rT+XwQuNaAV7fm+jyuN+h5eePLHLp9CH9Xf2Z1nFVgytJYyqqjoQxfdDTL9ab2r8uzdb3yPqAcMNeDO8knZiD3PhaVL/PV2XWw9GX1Gj9djx8u9Z0rjUG5YMy94sGwgwzdODRb63o5etHGuw1tvdvi7+aPtcY6V/HmNcknqYz6LuRcLkSRZvHriX/Hw+4p6XyQes0QU6lLSv7b9GEteq7pipXGigMDD2CtNT5H5eQcarKntAaDgaNHj3Ls2DHu3LlDbGwsWbUxffLJJ6Y6fK7MmTOH7du3s3fvXi5fvsydO3eIiorC0dERb29vmjVrxuDBg1NqnWZEo9Hwxx9/0Lt3b3777TcOHjzInTt3KFOmDA0bNuS1116jc+fOZvqrhCi62pdrTz3XehwJP8KPR34ksFJgSo9tf1d/0z2YK99CHQa6oC9c2KgOA31uDljZmGb/okCSnCJEAaIoEDgdfm4K4adgy5fQ4Ytc7UqjaPii+Rf0Xt2b4PBg/jrzl8nqPRdWrsXtTLpeYSP5RAgLqdYVBq9W55Iz6NNZwQAoEDRaXVca/c3G39UfNwc3wmPC052nD8BWa4vBYCA0OpT5Z+Yz/8x8nGycaFm2JW2929LCqwXFrItWI4HkEyGEyEN6HZxYksGHT1wzvNkx5V2PYh4Uty7Ow8SHXI68TNVSVc0SajKTNATNmTOHzz77LFs9DZ5k6Yag1q1b07p1a5Ptr0uXLnTp0sVk+xNC5IyiKLzX4D0GrR/EyksrWXlpZcpnbg5ujG40mgCfANMczLc1DFik9ig/tx6WvgTP/QkmaM0XBZPkFCEKGEdXCJwGiwbCnulQpaPa0J8LZYuX5YOGH/DZ3s+YFjyNll4t8S3ha+KAC49GFUrh4WxHWGRcuo/zFMDd2Y5GFUqZO7R8QfKJEBaUFJ9BI1AyA0SFQsgeqNDSbGEVdVqNltGNRjNy20gUlDSNQcrjXtcTWk6gmWcz9t7ay9ZrW9lxYwf34++z7vI61l1eh7XGmkYejWjn3Y423m0ynPOvMJF8IoQQeShkT9oSsk9Rrxk01/emvKMoCpVLViY4PJjz98+bvSEo52M2/2Ps2LEMHTqUq1evYjAYMl2Ap34XQghTioiJSPf98JhwRm4byaaQTaY7WMW26gSzWhs4uxaWvQy6RNPtXwghRN6q1hXqvQAYYMXrEBeZ6131rtyb5l7NSdAnMGbXGJL0GU/OXNRpNQrju/sBKUUTnjK+ux9ajdT5F0KYWfRt064nTCbAJ4BJbSY91YDj5uDGpDaTCPAJwMHagfbl2vNliy/Z2ncrczrNYUiNIfg4+ZCoT2R36G6+2PcF7f9uz4C1A/jt+G9cuH9Bnk8JIYTIuWxeCyj/WS+58efsvbMmDykrRjUE7d+/n2+++QaAZ555hqNHjxIcHAyoLVw6nY6IiAg2bNhAYKA6OVKLFi24desWen1mvWyEECLndHodEw5MSPez5F5jEw9MRKfXme6glQKg3+PGoNOrYPmroJOHf0IIUWB0+gZKlofI67D+w1zvRlEUPmv6GcVtinPq7in+OPGH6WIshDrV9GDGIH/cndOWf3Oys2LGIH861fSwUGRCiCLNMZtzjB5fDCF71TnnhNkE+ASwsfdGZnWcxcSWE5nVcRZBvYPSrfqg1Wjxd/PnvQbvsabHGlY9u4rh/sOp7VIbgJN3TzL9yHR6re5Fl+Vd+PbgtxwMOygdOYQQQmRPNq8ZDP9Zr2pJtSHo3P1zJg8pK0Y1BM2YMQMAHx8f1q1bR+3atbG2Ti2LpCgKpUuXpmPHjqxcuZKffvqJXbt20alTJxISEoyLXAgh/iM4PJjbMRm3yBswEBYTRnB4sGkPXKWDOmmsxhpOLYeVr6u1QoUQQuR/tsWh52+gaOD4Iji1Ite7civmxpjGYwD45dgvFunlVZB0qunBrlHtWPhKE56rXxaAsiXtpRFICGE5Ps3AyZOMxys+duEfmN0JptWFbRPg/lUzBCdAbeBp6N6QLr5daOjeMFvzwCqKgm8JX4bVGsb8LvPZ2ncr45uOp1XZVthobLgRfYN5p+cxdONQ2ixpw9hdY9kUsomYxJgM96nT6zgYdpD1l9dzMOygaTsbCiGEyP+yvGZQwMkLvXfaediSRwSdv3fe7CNSjWoI2rNnD4qi8M4772BllfV0Q2+88Qa9e/fm+PHj/Pzzz8YcWgghnpJRWbjcrpcjVTurcwRprODE37DyTWkMEkKIgqJcY2gxUn29ZkQWtZ4z17VCVwLKBZBkSGLMrjEk6KTzU2a0GoWmFUsztmt1rLUKp2895GxYlKXDEkIUVRotdJr4+Jf/PthR1KXNGKj7PNg4qg1A276BqXVgdhcIngdxcg7L78rYl6FPlT781P4ndvbfyeQ2kwmsGIizrTOR8ZGsvrSad7e9S8tFLXlr81v8ff5v7sTeSdl+U8gmOi7ryNCNQxm1cxRDNw6l47KOpi1DLoQQIn/L9JrhsU4T1PWeUKlEJTSKhvvx94mIzYPnk5nIuvUmE7du3QKgRo0aKe9pNKltS4mJiWlGCAG88MILLFu2jMWLFzNixAhjDi9MTdGC37Opr0WOaDVanvF5JuV1UaRRFLrUck95bW4uDi4mXS/HqneDPrPg75fUXuUaLQT+CBqjp2MTQhRmJsy/kotS5TgntRkNFzfBraOw6i14flmuzt+KovBxk48JDg/mwv0LzDg2g+H+w3O8n6KmhIMN7au5EXQqjOXBoYzp4mTpkERhJ/c+FpWv85VfoDraP2hU2o4BTp7qAx2/QPX3Lt/BmbVwbAFc3g4hu9Vl/QfqfUGdAeDb5qkHQEWVpe8VM+Jg7UCATwABPgEk6ZM4En6Erde3svXaVm5E32DHjR3suLGDz/d+Tu0ytfEu7s26K+ue2k/ynLTJ8xUJM5FzuRBFmsWvJzK6ZtDaQO8/wC8QTaIuTf6zs7LDx8mHK5FXOHfv3FNz3+UlxWDEGCQ7OzsSExMJDg6mTp06AFy/fh0fHx8UReH69et4enqm2SY4OJgGDRpQunRpIiLM2+pVUEVFReHs7ExkZCROTnJTLERGdHodHZd1JDwmPGVOoPQMrjGYN+u8iYO1Q94EcnI5LBsGBh34vwjdpkpjkAXJOTQt+T6EyETEefi1JSTFQedvofFrud7VppBNvLvtXTSKhjmd5lDXta7p4iyk/jkVxqvzDuNS3Ja9o9thpc1/uVPOoankuxCFnl4HIXvUyaAd3dQSMBk9ZIq8AceXwLGFcOd86vvFPaB2X6gzEFyrmSduYRIGg4GLDy6mNAqdvHsyy20UFNwc3AjqHZTlA0k5h6aS70IIUeAlXzOEnYCNH6kN06OugJ1zuqt/sP0Dgq4GMdx/OMNqDTPq0Dk5hxp1d+Xi4pJywGRubm5otWrCO3PmzFPbJI8ievjwoTGHFkKIp2g1WkY3Gg2oF+EZmXNqDoErA/nn6j95U4+zZi/o9Xi+ieC5sG4k6PWmP44QQgjTcqkCz3yhvv73E4jI/QSeAT4BdPPtht6g5+PdHxObFGuiIAuvNlVdKVXMhoiH8ey6eCfrDYQQIi9ptFChJdTqo/7M7MG+c1loORLeOgDDtkDDYWBXAh7egt1T4efG8Fsb2P8bxNwz118gjKAoCpVLVubV2q+ysNtCNvXZxAvVX8h0mzybk1YIIUT+lnzN0PRNKFVR7Rh+ZUeGqz85T5A5GdUQlFwS7uzZ1IlwbWxsUt5fvHjxU9vMmzcP4KmRQkIIYQoBPgFMajPpqaGV7g7uTG4zmentpuPl6MXtmNu8t/09Xt/0Olcjr5o+kFp9oMcvgAKHZ8OGD8DMk8AJIYTIhUavQMX26qig5a9AUu7n+BndaDSuDq6ERIUwNXiqCYMsnGysNATWUe8RlgeHWjgaIYTIBUWBsvWh6w/w/nnoOw+qdlHnEb15RL0n+L4KLHpeLStnRI4R5uVWzI2aZWpma908mZNWCCFEwVDpcXnQixnPG1elZBUAzt3PfcfD3DCqIahly5YYDAa2bt2a5v1+/fphMBiYNWsW48eP59SpUxw4cIA333yTJUuWoCgKnTt3NipwkQcSHsGnzuqS8MjS0RQ4MYkx1JpTi1pzahGTGGPpcCwiJiGJ8qPXUX70OmISkiwWR4BPABt7b2RWx1lMbDmRWR1nEdQ7iACfANp4t2Hlsyt5rfZrWGus2XNzD71W92Ja8DTT99au0w96/AwocHAmBI0GXRJc2Qknlqo/9TrTHlMIUfCYMP9KLkqV65ykKPDsT2BfEm4dg+0Tch2Ds60znzf7HID5Z+Zz4NaBXO+rqOjl7wXAxlNhPIxLtHA0olCTex+LKhL5yspWnTtgwEIYeVadUNqjDugT4exaWPw8TKoG6z+E0OCMO43pdYXi/iG/3Csaw+Jz0oqnyblciCItX15PpDQEbQGDId38V7WkOiLoatRV4pLizBaaUQ1BPXr0AGDt2rVpysMNHz6c8uXLo9fr+fLLL6lduzZNmzbl119/BaBkyZJ89NFHxhxaCCEypdVoaejekC6+XWjo3jBNjWY7Kzv+V+9/rHx2Jc29mpOoT+T3E7/TY2UPtlzbYtpycXUHQuB09fX+X2BiOZjTDZa9rP6cUhNOrzbd8YQQQhjPyQO6TVFf75oM1/blelfNvZrzXJXnABi3exzRCdEmCLDwquXlTCVXR+KT9Gw4EWbpcIQQwjQcXaDJ6/DaDnhjLzR7W513KOYuHPgVfm8LPzeBXVMg6lbqdqdXq/cLcv+QL/i7+uPm4JZhGXIFBXcHd/xd/c0cmRBCiHyjfHPQ2kLkNbhzId1VXB1cKWFbAr1Bz6UHl8wWmtGl4bZu3cqKFStISkrt0eHg4MDWrVtp3rw5BoMhzVKzZk02b95M2bJljQ5eCCGMUc6pHDPaz2BKmyl4FPPg5qObDN86nLc2v8X1qOumO5D/C1D/JfX1f3spRd2CJS/KzZwQQuQ3NXpAnQFg0MOK1yA+9/NbvtfgPbwcvbj56CbfH/redDEWQoqi0NtfvU9YGnzDwtEIIUQecPODDl/Cu6fh+WVQszdY2UHEWdg0Hib7wbxesGG0ep8QdTPt9nL/YDGZzUmb/PuoRqPSdEIUQghRxNgUA59m6usMysMpipIyKsic5eGMaggCaN26Ne3bt6dUqVJp3vfx8WHnzp2cOXOGpUuXsmjRIg4fPszx48epU6eOsYcVQgiTUBSF9j7tWfnsSobVGoaVxoqdoTvpsaoHPx/92TRDNPU6uLAxgw8fjz4KGm35Mg+FpOyEEEKYTOeJ4FwO7l9Vz9O5VMy6GF80/wIFhWUXlrHjRsYThwroUc8TRYEDV+5x/V4+KfEghBCmprWCygHQZ5Y6n1D3qeDdRO2AcGkz7J9Byr1CGvno/qEIymhOWjcHNya1mUSAT4CFIhNCCJFvZGOeoKqlHjcE3TNfQ5BVXh+gatWqVK1aNa8PI4QQRnGwdmC4/3ACKwby9f6v2XdrHzOOzWDNpTV81PgjWpVtlfudh+x5uidfGgaICoWZAVCmChQroy4OT/4srf60La7OX2Fqp1dD0Ki0cTp5qrXM/QJNfzwhhCgI7Jyh5y/wZ1c48hdU6QzVu+VqVw3dGzLIbxDzTs/j0z2fsuLZFTjbOps44MLBw9me5hXLsOviHVYcCeWd9pUtHZIQQuQtO2eoP0Rd7l2G7d/CsYWZbPD4/iFkD1RoaaYgRbIAnwDaerclODyYiJgIXBxc8Hf1l5FAQgghVJXawz9jIWQ3JKY/H3lKQ5AZRwQZ1RA0d+5cQJ0ryMnJKVvbREdHs3z5cgBefPFFYw4vhBAmV8G5Ar898xv/hPzDtwe/5Ub0Dd7a/BZtvdsyqtEovBy9cr7T6NvZW+9msLpkRmuTtmHoyQaj9BqP7Epk3XB0erVaXuK/PQ6Ty070nSuNQUKIoqt8c2j+DuyeCmveAU9/uHdJPbc7uqnD/rP54Oedeu+w88ZOrkZd5av9X/Ftq2/zOPiCq3d9L3ZdvMPy4Bu83a4SSl50ghBCiPyolK/akzjThqDH7l+RhiALSZ6TVgghhHiKSzVw8oKoUDTX9qS7SnJpuPP3zmMwGMxyv2NUQ9CQIUNQFIUGDRrg5+eXrW1u377NkCFD0Gg00hAkhMiXFEWhY/mOtPRqyS/HfmHe6Xlsvb6VPTf38EqtV3ip5kvYaG2yv0NHt+yt1+wdcCgFj+6oE8c+ugMxd+DRXfVnYgzoEuDhTXXJDo0VOJTOuPHIvhSsf5+My04oatmJal2z/aBTCCEKnbZj4eIWuH0CpteFpPjUz3IwetLOyo6vW3zNoA2D2HBlA+3Ltadj+Y55F3cB1rGGOw42J7l6N4bga/ep71Mq642EEKKwyO79w9qRcHk71B0Avm3lel0IIYTIDxRFHRUUPBft5c1A66dW8XX2xUpjxcPEh9x6dAtPR888DyvPS8NlxGBI76GjsChFC5U7pL4WOaLVaGnp1TLldVGkURTaVnVJeV3QOVg7MLLBSLVc3IGvORh2kB+P/sjqS6sZ03gMzb2aZ29HPs3UB4VRt0i/wUVRPw/4NPObt4SYxw1D/20oikhtLHqy8SjhIeiT1F7r2R2V9BQpOyFEnjNh/pVclMqkOcnKFuoOhI0fpW0EghyPnqzlUouXa77M7yd+58t9X1LfrT5l7MsYF18h5GBjReeaHiwLvsGy4FBpCBKmJ/c+FiX5KgtZ3j+gdvjSJ8LJperi6A61+6r5yrW6WcPNjsJ2ryjyCTmXC1Gk5evriUoBjxuCttC2ah8gbf6z1lrj6+zL+fvnOXfvnFkaghSDES0yGo0GRVE4ceJEtkcEnT9/nmrVqmFtbU18fHzWGwiioqJwdnYmMjIy2yX4hBCmZTAY2HBlA98f+p6I2AgAnvF5hg8afICHo0fWO0gpvwZpb+YeJ4G8KL+WGKc2GKXbePT49/CzcO9i1vvq/QfU6mPa+MxEzqFpyfchRC7odTClZibzvT1u0B9xIlu9sRN1ifRf15/z98/TxrsN09pOk9Jn6dhz6Q4Df9+Pk50VB8YGYGdt+Zs7OYemku9CiDyW5f3DHHAuC8cWwYm/IfZ+6ioeddUGoZp91KoAIt+Rc2gq+S6EEIVS7AP41hcMOhh+HEr6PLXKmJ1jWHN5DW/VfYvX67yeq8Pk5ByqydURjHDunDoBUqlS0qtPCFFwKIpCF98urO6xmhf8XkCraPk35F+eXfUsM0/MJFGXmPkO/ALVxh6n/zQaOXnm3Rw81nbg7AUeddQhqbX7QtM3of0nEDgN+s+H7lOyt6/QYLVhSQghiqKQPZk0AkGa0ZPZYK215usWX2OlsWLb9W2subzGJGEWNk0qlMbT2Y6ouCQ2nwm3dDhCCGFeWd4/PAte9aHLd/Deeej3F1Ttqo4UunUUNnwIP1SFRc/DmTWQlGCRP0MIIYQokuxLgHcj9fWlzemuUrXU43mC7p83S0g5Kg23Y8eOdN8/ePAgd+7cyXTb+Ph4Ll26xPfff4+iKNStWzcnhxZCiHzB0caRDxt+yLMVn+Xr/V8THB7M1OCprLq4irFNxtLEo0nGG/sFqnPthOzJ1STjeSI7ZScA9v2klpxo8gY0GAp2zmYLUQghLC675TVzUIazaqmqvFnnTaYdmcaE/RNo5N4I92LuuQywcNJoFHr6e/HT1kssD75B19rZGIErhBCFSXbvH6xsoHp3dXl0B04ug6ML1Aahs2vVxb6UOsK/zgDwrKfOXyCEEEKIvFOpPVzbC8cWg63TU3m8SskqAJy7d84s4eSoNFxyKbhkyZvmpJSFwWBAURSWLVtGjx49sh9pEWa2YbIJj+C7SurrDy6CTbG8O1YhFJMYQ5slbQDY1ncbDtYOlg3IAmISkqj/xSYADo8LwMHGYtOQmYXBYGDN5TX8cOgH7sXdA6BT+U683+B93Iplc4LX/CCrshN1n4fL2yDqhvq7rRM0eAmavAnF8/9DSyk1kJZ8H/mQCfOv5KJUJs1JV3bCnG5Zrzd4bY7mU0vSJ/Hihhc5cecETT2a8uszv0qJuP+4FBFN+x+2o9Uo7B/TnjKOthaNR86hqQr8dyH3PhYl+cpMws+oDULHl0B0WOr7LtWgTn+o3U/tFGYGRe1eMSsF/hxqQkZ9F3IuF6JIy/fXE7umwKbxad9z8oROE8EvkHtx92i9uDUKCvsG7stV/HlaGs5gMKQs6b2X1VK2bFl++uknaQTKrxJj1EXkSmxSLLFJsZYOw6JiE3XEJuosHYZZKIpCYMVA1vRcw4BqA9AoGoKuBhG4MpA5p+aQqM+iXFx+kVXZiR4/wfCj0OMXcKkO8VGweypMqQWr34G7lywSthCFignzr+SiVCbLScmjJ8mkkcbJS10vB6w0VnzZ4ktstbbsvbWXv8//bVychVBFF0fqepdApzew6mhm5fmEyAW597EoyVdm4FodOnwB756CQcvUOYOs7CDiLGz6FCbXgHk91YaihLz//0JRulcUZiTnciGKtHx7PXF6NWz69OnaO1G31M7Yp1dTyq4ULvYuGDCYpTxcjrpgbN26NeW1wWCgXbt2KIrCH3/8QYUKFTLcTlEU7Ozs8PDwwNvbO/fRCiFEPuRk48SYxmPoWaknX+7/kuMRx/n+0PesvLiSMY3H0NC9oaVDzFpWZSe01lB3gNpr8MI/sGsyXN8HwXMg+PEcR81HgJe/Rf8MIYTIExqt2mtryYuojUHpDKh3qQZKzqff9HX2ZYT/CCYenMj3h76nqUdTvJ3kevlJvf29OHr9AcuDb/Byi4zvOYQQQmRAawWVAtQlLhJOrYRji+DaHri0RV1sikONZ6HOQCjXFDT/yWl6Xf4qcS2EEELkV3odBI0CDOl0JTQACgSNhmpdqVyyMhGxESy/sJxEfSL+rv5o8yi/5qghqHXr1um+36hRI/z8/EwSkBBCFFTVS1dnXud5rLq4ismHJ3PxwUWGbhxKV9+uvFf/PVwcXNDpdQSHBxMRE4GLg0uenuBzTKPNuqSRRgNVO6nLtX3qMNfzG+D0KnWp0ApavAu+baXuuBCicEkePRk0CqKeGJliXwpi76kTgG4aDwGf5fj8N7D6QDZf28yh24f4ePfHzOo4K//khnygW21PPl97mlM3ozgbFkU196JdQkcIIYxi5wz1B6vLvcvqvAXHFsKDEDjyl7qU8FFLx9XpD6V81V7N/81/T5S2EUIIIcQTQvakzZlPMUBUKIcPTOdo+FEAVlxcwYqLK3BzcGN0o9EE+ASYPCyjirJeuXIFgLJly5okGCGEKOg0ioaelXvSrlw7pgVP4+/zf7Pu8jq2X99OQLkA9t7ay+2Y1MnE8/IEn+fKNYGBi+D2adgzDU78DVd2qIt7bWgxAvx6SE9BIUThkdHoySPzYM1wtWymbXFo9UGOdqtRNHzR/At6r+5NcHgwf535i8E1BufRH1HwlCxmQ/tqbgSdCmN5cChjukhDkBBCmEQpX2j7EbQe9Xgy64XqaKEHIbB9orqUqQJ30ilXk1zapu9caQwSQgghnhR9O+t1gCWHpxPjmHZeoPCYcEZuG8mkNpNM/qww5/UrnjBnzhzmzp3L/fv3s73N/fv3+fzzz/n888+NObQQQuRrzrbOjGs6joVdF1KzdE2iE6NZeWllmkYgSD3BbwrZZKFITcDND3r+Au8chcZvgLUDhB2HpUNhen04+Ack5sN6rUIIkRvJoydr9VF/arRQfwh0+Er9fMuXsO+XHO+2bPGyfNBQbUCaFjyNSw9k/rUn9fL3AmDFkVCSdHoLRyOEEIWMRgPlm8OzP8L756HXTKjYDlDSbwQCUsqkBo1WS+AIIYQQQuXolq3VwrVPN80YHufXiQcmojNxfjWqIejTTz/l008/JTw8PNvb3Lt3j08//ZTPPvvMmEMLIUSBUKNMDeZ0moOTTfq9l/PyBG92Jbyh8wR1Mto2H6nlku5fgXUjYUot2PE9xD6wdJRCCJE3mv1PPfeBWj4neF6Od9G7cm+aezUnQZ/A2F1jSdQnmjjIgqtNVVdKOlgT8TCe3ZfuWjocIYQovGwcoPZz8MIKeO7PLFZWS9sQsscckQkhhBAFg08ztYRqOjMEgdqV4pZWS7CdbQafGwiLCSM4PNikYRnVECQKGUUDPi3UJReTHRd1GkVDA7cGNHBrgKaIfn8aRaFxhVI0rlAKjcwPk+LYnWNEJURl+HleneAtxqEUtBkN756Ezt+Cczl4FAFbvoDJNeGfj9VSEkIIlQnzr+SiVBbJSa1HQdP/qa/XvAMnl+doc0VR+KzpZxS3Kc6pu6f448QfeRBkwWRjpSGwjicAyw7fsHA0olCQex+LknxVQOiTsrdeNkrgyL2iyBNyLheiSMu31xMarTqPHmB4qjFI/X1i6ZLos8iHETERJg1LMRgMhtxurNFoUBSFEydO4Ofnl61tzp49i5+fHzY2NsTFxeX20EVKVFQUzs7OREZG4uQkNdGFKGjWX17PqJ2jslxvYsuJdPHtYoaIzEyXqD4M3T0Fwk+r72ltoHY/aD4cylTO08PLOTQt+T6EyGMGgzpfUPAc0FhB/wVQpWOOdrH28lo+2vkRVooVf3X5i5ikGCJiInBxcMHf1R9tEZ177fiNBwT+uBtbKw2HPg6guJ212WOQc2gq+S6EKAKu7IQ53bJer+Gr0PErsLLJ+5gKCTmHppLvQghRaJ1erVaLiLqZ+l4xVy42f4OeF2ZnufmsjrNo6N4w03Vycg41e1PZ0aNHAXBxcTH3oYUQwiJcHLJ3vrsbV0hL3WitoU4/eGMPDPwbyjUDXYI6ufqPDWHxILhx2NJRCiGEaSgKdJsMtZ5Te1IvfgGu7MjRLrpW6EpAuQCSDEk8v/55hm4cyqidoxi6cSgdl3Us2PPKGaGWlzOVXB2JT9Kz4USYpcMRQojCL4vSNikO/gY/N1YfeOW+r7EQQghRuPgFwoiTMHgtuNdW32vyOhWaDMfNwQ0lg/yqoODu4I6/q79Jw7HKycpz585N9/1Vq1Zx6NChTLeNj4/n0qVLzJo1C0VRaNgw89YsIYQoLPxd/XFzcCM8JjxlTqD0fHvwW249usU79d7BzsrOjBGaiaJAlQ7qcm2/OkLo3Ho4s0ZdyreEFiOgYnt13WR6nVp3PPq2OuGeTzN1mK0QQuRXGi30mAEJMXBuHSwcAC+ugrINsrW5oii0KtuKTdc2oTOknT8uPCackdtGMqnNJAJ8AvIi+nxLURR6+XvxbdA5lgXfoG9Db0uHJIQQhVtyaZslL6I2Bj15L/P4er3+EDi7Du5dhiUvQLmm0OHLbOc8IYQQolDTaKFCS6g3CDZ8CJe3oW35HqMbjWbktpEoKGmeFSY3Do1qNMrklSByVBouuRRcsuRNlRzUdzUYDGg0GjZv3kzr1q1zEGrRZbZhsgmP1AndAUacAJtieXesQigmMYZOyzoBENQ7CAdrBwtHZH4xCUm0mLgVgF2j2uJgk6O25kJtU8gmRm4bCfDUCd6AgSYeTdh3ax8Avs6+fN3ia2qUqWGRWM0q/CzsmQbHF6fWIHevBc1HgF8PtaHov8NonTzVG1K/wGwdQkoNpCXfRz5kwvwruShVvshJiXGwsB9c3gZ2JWDIOnCvmeVmOr2Ojss6cjsm/TkXFBTcHNwI6h1U5MrE3YqMpdmELRgMsPPDtniXMu+/cTmHpirw34Xc+1iU5KsCJr3SNk5e0GmCek0e/xB2T4M90yEpVv28Zm9o/wmULA/kk7ycjxT4c6gJGfVdyLlciCKtIFxPJOe/coabrNS/o06VMOoq2BRjU8gmJhyYkOa+z93BnVGNRmW701+eloYzGAwpS3rvZbZYW1vTvHlzVq9eLY1A+VXMXXURuXI//j734+9bOgyLuvcogXuPEiwdRr4T4BPApDaTcHVwTfO+m4Mbk9tM5vcOv/NT+58oY1+Gy5GXeX798/x89GcS9YkWithMXKtBj59h+DFo8hZYF4OwE7DsZfihmtqr8MkbToCoW2qvxNOrLROzEHnBhPlXclEqi+ckazt1jiDvxhD3AOb1gDsXs9wsODw4w0YgUDsUhMWEERwebLpYCwgPZ3uaVywDwIojoRaORhR4cu9jUZKvCpAnS9v0/kP9OeJEascs2+LQbiy8Ewx1BwEKnFymloH+52OIVf87Wzwvi8JJzuVCFGkF4Xri3qMEjsaURu/srU6VcHU3oD4r3Nh7I7M6zmJiy4nM6jiLoN5BeVb5IUddMK5cuZLy2mAw4Ovri6IobNy4kcqVM57sW1EU7OzsKF26NFpt0eq1KIQQyQJ8Amjr3Zbg8OB0J/1uVbYVKwJX8MW+L/gn5B9mHJvB9hvb+abFN/iW8LVw9HnMuSx0+hpavQ8H/4B9P0NMRAYrGwAFgkZDta5SJk4Ikb/ZFIOBS2BOdwg7DnOfhaEboES5DDeJyPD8l7v1Cpte/l7suniH5cE3eLtdpRxVJxBCCJFLyaVtMuPkCT1+gsavqQ1AV7aro4SO/IVV8w+wpiyJOXsMJYQQQhQSCroK7dAcnQOXNqvTJgBajZaG7uaZQidHGdjHxyfd9z09PTP8TAghRKqsTvAl7Erwfevv2XBlA1/t/4rTd0/z3JrnGO4/nEF+g9AoOR7IWbA4lILWH4BnPZjfO5MVDRAVqs4dlNUNqRBCWJp9CXhhBczuAnfOwZxAGBoExd3TXd3FwSVbu83ueoVNxxruONic5OrdGIKv3ae+TylLhySEEOJJHrXVufEublIbhCLOYrNpDP/YuDEhaQAYOlg6QiGEEMLs9L5t4egcuLTFIsc36omiXq9Hp9Ph5+eXo+2SkpJYtWqVMYcWQohCS1EUuvh2YXngcpp7NidBn8B3h77j5Y0vExpdRMrgxD3I3nrRGZdOEkKIfKVYGXhxJZTwgftXYG4PiLmX7qr+rv64ObilTBSaHncHd/xd/fMm1nyumK0VnWt6ALAsuIjkRSGEKGgUBSo/A6/vhu5TMRRzpYLmNr/aTMF2Xle4ccjSEQohhBBmpSvfChQt3DkPD66b/fhm7Vp+8OBB3n77bTw9PendO7Oe3kIIIdyKuTEjYAbjmozD3sqeQ7cP0Xt1b1ZcWJFmnrZCydHNtOsJIUR+4OQJg1dDcQ+IOAN/9YK4qKdW02q0jG40GiDDxqB367+bUlq0KOrt7wXA2mM3iUvUWTgaIYQQGdJaQf0hxL5+gKlJPYk12KC9sR9mtoe/X4L7Vy0doRBCCGEeds5QtoH62gKjgvK8IejGjRt88803+Pn50aRJE37++Wfu3LlT+B9iCiGECSiKQt+qfVnWfRn1XOvxKPERn+z5hLe3vM2d2DuWDi/v+DRTH5hm2BteAScvdT0hhChISpZXy+U4lIabR2BBP0iIeWq1AJ8AJrWZhKuDa5r3kxuGDt8+bI5o860mvqXxdLYjKi6JzWfCLR2OEEKIrNgWZ3LSc7SJn0RS7YGAAqeWw48N1fJxsfl7om8hhBDCJCq2U39e2mz2Q+fJLH2PHj1i6dKlzJ07l+3bt2MwGNI0/Pj5+cmIoPxI0ajzciS/FjmiUTTUKF0j5XVRpFEUapd1TnktTMfbyZvZHWcz5/QcfjzyI9tvbKfnqp6MazKODuULYY1tjRY6TYQlL6I2Bj3ZeeDxv61OE9T1hCjoTJh/JRelytc5yaWqOmfQn93h2h5YPAgGLAQr2zSrBfgE0Na7LcHhwUTERODi4EJcUhxvbn6TJeeX0NijceHMAdmg0Sj09Pfip62XWB58g661PSwdkiho5N7HoiRfFT2pedmZpO4DsWr2ptoAdHkb7JkOR/6C1qOgwctgZWPpcEVBIedyIYq0gnA98dR9acX2sO0bNf/pyCBw+wAAadVJREFUdWZ9rqUYTDQ0x2Aw8O+//zJv3jxWrlxJTExMyvsAderUoU+fPvTu3Ztq1aqZ4pBFRlRUFM7OzkRGRuLk5GTpcIQQFnb+/nnG7hrL2XtnAejq25WPGn2Es62zhSPLA6dXQ9AoiLqZ+p6Tl9oI5BeYrV3IOTQt+T6EyEeu7Yd5PSAxBqp3hz5/qiV0sjD58GRmnZxFceviLOm+hLLFy+Z5qPnRxfBoAiZtR6tR2D+mPWUcbbPeyEhyDk0l34UQwmgGA1zcrDYIRZxR3ytZAZ75DKoHqvMMFVJyDk0l34UQokjRJcF3vhAXCS9vAu+GRu0uJ+dQo5vKTp06xYcffoi3tzedO3dmwYIFPHr0KGUUkKIo/Pbbbxw5coSxY8dKI5AQQhipSskqLOiygFdqvYJG0bDu8jp6re7FntA9lg7N9PwCYcRJGLwWev+h/hxxItuNQEIIka+Vawz9F4DWBs6sgdX/A70+y83+V+9/1HapzcPEh4zaMYpEfaIZgs1/Krk6Use7BDq9gdVHb2a9gRBCiPxFUaByALy+C7pPhWKucP+KWhVgVie4cejpbfQ6uLITTixVf+plnjghhBAFiNYKfNuor81cHi5XDUERERFMmTIFf39/ateuzQ8//MDNmzcxGAyUKVOG//3vf+zfvz9lfWnRF0II07LWWvOO/zvM7TwXHycfwmPCeW3Ta3y570tiEp+ea6JA02ihQkuo1Uf9KeXghBCFScW28NwcULRwbCFs+EDtIZ0Ja40137b6luI2xTl+5zjTj0w3U7D5Tx9/LwCWBd+wcCRCCCFyTWsF9YfAO0fU8nBW9nB9H8xsD3+/BPeuqOudXg1TasKcbrDsZfXnlJrq+0IIIURBkTJP0BazHjbbDUEJCQksWbKEbt264eXlxXvvvcfRo0cxGAzY2dnRr18/1q5dy82bN5k2bRoNGxo3rElYQEIMTK6lLulMWiwyF5sUS8elHem4tCOxSbGWDsciYhN0NJ+wheYTthCbID2zzKGOSx3+7v43A6sNBGDxucU8t+Y5joYftWxgQojsM2H+lVyUqkDlpGpdoNdvgAIHZ8Lmz7LcxMvRi8+aqevNPjmbXaG78jjI/KlbbU+stQqnbkZxNizK0uGIgkTufSxK8lXRk628bOsIbcfAO8FQbxCgwKnl8GNDWNBfHSkU9Z8RoFG31PelMahoknO5EEVaQbieSDf/VWyv/rxxCGIfmC2WbDcEubm5MWDAADZs2EBSUhKKotC+fXtmz57N7du3WbhwIV26dEGrlZ7aBZcBIq+pCyaZOqpIMRgM3Hx0k5uPbmKiqbcKHAMGQh/EEvogFoP8GzIbeyt7Pmr8Eb93+B03BzeuPbzG4KDBTDk8hQRdgqXDE0JkyXT5V3JRqgKXk2r1ge5T1Ne7JsOO77Pc5BmfZ+hXtR8AY3eNJSImIg8DzJ9KFrOhXTVXAFYEh1o4GlGwyL2PJUm+KnpylJedPOHZn+D1neDbFvSJcH4D6f9/9fF7QaOlTFyRJOdyIYqygnA9kW7+K+ENZaqAQQdXdpgtlmw3BEVGRmIwGHB0dGTChAlcu3aNf//9l8GDB+Po6JiXMQohhMiGJh5NWP7scgIrBqI36Pnj5B8MWDeAc/fOWTo0IYQQ2VF/CHT4Sn295QvY/2uWcyF80PADqpSswr24e3y08yN0RfAhWC//sgCsOBJKki7rOZaEEEIUEO614IUVEJDVSFkDRIVCSCGcM1UIIUThlFIeznzzBOVojiBFUYiOjmbKlCl8//33BAcH51VcQgghcsHJxomvWnzFlDZTKGVXivP3z9N/XX9mnphJkj7J0uEJIYTISrP/QZuP1NcbPoRvfTOdC8FWa8t3rb/D3sqe/WH7mXlipoUCt5y2VV0p6WBN+MN4dl+6a+lwhBBCmJKigHPZ7K27cAD81lYtFffPx7D/NzgXBLdPQfxD08aVRUcNIYQQIlPJ5eEubslyjlhTyXZD0Pjx46lQoQIGg4GwsDCmTp1Kw4YN8fPz4+uvvyYkJCQv4xRCCJED7X3aszxwOW2925KkT2Jq8FSGBA0hJErO1UIIke+1HgVVOquv4x6k/SyduRB8nX0Z03gMAD8f+5nDtw+bKdD8wcZKQ2AdTwCWB9+wcDRCCCFMztEte+slPISbwXB6FeyZDhs+gIX9YEYz+KYsTCwPv7SERc9D0EewbwacXQe3judsjobTq9WOGZl01BBCCCEyVb45aG3U0pZ3L5nlkDlqCLp48SI7d+5k2LBhODs7YzAYOHv2LOPGjcPX15eWLVvy66+/cv/+/byMWQghRDaUti/N1LZT+bL5lzhaO3Is4hjPrXmORWcX5dvaqUIIIQCDHsKOZfSh+uM/cyE8W/FZuvl2Q2/QM2rHKB78twGpkEsuD7fxVBgP4xItHI0QQgiT8mmmzhuEksEKChT3gFe2Qb/50GkCNHkTqnUD99pgV0JdLfY+hB2Hs2th389qLl00EH5tCRN94BtvmNEcFvSH9R/Cnh/VRqWbR+DRXbXH9unVaoeMqJtpQ0ino4YQQgiRIZtiUK6J+vrSFrMc0iqnGzRv3pzmzZszffp0Vq9ezdy5c9m4cSNJSUns2bOHPXv2MHz4cDp37pwX8QohhMgBRVF4ttKzNHJvxLjd49gftp+v9n/Flmtb+Lz557gXc7d0iEIIIf4rZM/TD5jSeGIuhAotAfV8/3GTjzlx5wQhUSGM2zOOaW2noSgZPTQrXGqXdaaSqyMXw6PZcCKMvg29LR2SEEIIU9FoodNEtaEFhZROEUBK41Dnb8GrnrqkJy4KIq/Dg+vw4Bo8CHn8+zX1vZg7EB8Ft0+qS3qsHECf8J/jJzOosQSNhmpd1ZiFEEKIzFRsB1d2qPMENX41zw+X44agZLa2tjz33HM899xzREREMH/+fObNm8eRI0dISEhg9erVKTeeM2fOxMbGhk6dOmFnZ2ey4IWpKeBSLfW1yBFFUajoXDHldVGkoFDZ1THltcg/PBw9+K3Dbyw8u5DJhyez99Zeeq3qxUeNP6KbbzcURUGn1xEcHkxETAQuDi74u/qjlRsYIczAdPlXclGqAp2Tom/nar1i1sX4rtV3PL/+ebZd38aCswt4vvrzpo8vH1IUhV7+XnwbdI5lwTekIUhkg9z7WJLkq6LH6LzsFwh950LQqLSdJZw81RFAfoGZb2/nBHY1wK1G+p8nPFIbhCKvq41EyQ1GyY1F0bchKSaLIJ/uqCHympzLhSjKCsL1RKb5r2J72PQpXNoGRxeBs5c6CjaPnsUpBhPXBzp16hR//vknCxcu5OZNNTkn/4dwcHCgc+fO9OnTh65du1KsWDFTHrrQioqKwtnZmcjISJycnCwdjhCigLsSeYWxu8Zy4s4JAJ7xeYZWZVvx45EfuR2T+lDRzcGN0Y1GE+ATYKlQTULOoWnJ9yFEAXBlpzrfQFYGr033QdP8M/OZcGAC1hpr/uryF36l/fIgyPzn5oNYmk/cgsEAOz9si3cpB5MfQ86hqeS7EEJYhF6nNrRE31bnDsrDB2ZpJMbBwZnwz9is1+39B9Tqk+kqcg5NJd+FEKLIOrUKlg5RS4Mnc/JUR8Fm1cHhsZycQ7M9R1B21ahRg++++45r164RFBTEgAEDsLe3x2Aw8OjRI5YtW8aAAQNwdXU19aGFEEJkQwXnCsztPJf/1f0fVooV/4b8y7jd49I0AgGEx4QzcttINoVsslCkQghRRGU5FwJgX0pdLx0Dqw2krXdbEvWJfLD9Ax4lPsqbOPMZzxL2NKtYGoAVR0ItHI0QQog8odGqnSBq9VF/mquCgbUdeNTJ3rqObnkbixBCiILv9Gr4e3DaRiDI0znnTN4QlLJjjYYOHTowf/58wsLCmDVrFm3atAHAYDAQFxeXV4cWQgiRBSuNFa/VeY2/uvyFVkn/5snwuPb1xAMT0T0xIbkQQog8ljwXApBhY1DsfTi5LN2PFEXhi+Zf4F7MnWsPr/HFvi8wcRGAfKu3f1kAlgffKDJ/sxBCCDPJsqOGAk5eGXbUEEIIIQB1dGvQKDKecw51zjkTP4vLs4agJzk6OjJkyBC2bNnC1atX+eKLL6hSpYo5Di1yIiEGfmqsLglZ1b4V/xWbFEuPlT3osbIHsUmxlg7HImITdDwzaTvPTNpObII0HBQEMUkx6AwZ/7cyYCAsJozg8GAzRiVEEWPC/Cu5KFWBz0nJcyE4eaR938kLKrQGDLD8VTi6IN3NnW2dmdhyIlpFy7rL61h1aVXex5wPdKzhjoONlqt3Ywi+9sDS4Yj8TO59LEryVdFT4PMyZNFR4/HvnSaYb5SSkHO5EEVcQbieSDf/hexJO9/dU56Yc86ErEy6t2zw9vZm7NixjB2bjbqqwswMEHE29bXIEYPBwKXISymviyIDBi6ER6e8FvlfRExEttY7cOsA9d3qo1HM0n9AiCLGdPlXclGqQpGT/AKhWten50JAgfXvwaFZsPJN0CVC/cFPbe7v5s+bdd9k+pHpfL3/a2qXqY1vCV/z/x1mVMzWik413VkeHMqy4BvU9ylp6ZBEviX3PpYk+aroKRR5GVI7agSNSvsQz8lTbQTK5pwOwlTkXC5EUVYQrifSzX/RtzPZ4gnZXS+b5ImeEEIUYS4OLtla75fjv9B5WWemBk/l4v2LeRyVEEKIFOnNhaDRQNdJ0Og1wABr3lEnsE7HyzVfprFHY2KTYnl/x/vEJRX+8sx9HpeHW3vsJnGJBbTXuRBCiPzLLxBGnITBa6H3H+rPESekEUgIIUT2ZHcuORPPOScNQUIIUYT5u/rj5uCGksmE5PZaexysHLj56CYzT8yk5+qe9Fndh9knZxP2KMyM0QohhEihKNB5IjT9n/r7uvdg/69PrabVaPmmxTeUsivFhfsX+P7Q92YO1Pya+JbG09mOqLgktpwNt3Q4QgghCqP0OmoIIYQQ2WGhOeekIUgIIYowrUbL6EajAZ5qDFIe/+/rll+zvd92vmv9HW2822ClseLc/XNMOjyJDks78PLGl1l+YTlRCVGW+BOEEKLoUhTo8CU0H6H+vuFD2PPjU6u5OLjwdYuvAVh8bjH/hvxrxiDNT6NR6FHPC4Blh29YOBohhBBCCCGEeIKF5pyThiAhhCjiAnwCmNRmEq4Ormned3NwY1KbSQT4BGBnZUen8p2Y3m46W5/byrgm4/B39ceAgQNhBxi/ZzxtF7dl5LaRbA7ZTIIuwUJ/jRBCFDGKAgGfQqsP1N//GQu7Jj+1WnOv5gytORSA8bvHc+Nh4W4g6fW4PNy28xHciY63cDRCCCGEEEII8YTkOeecPNK+7+Spvp8H5UatTL5HIYQQBU6ATwBtvdsSHB5MREwELg4u+Lv6o02n90EJuxL0rdqXvlX7EhodyoYrG1h7aS2XIi/xb8i//BvyL8VtitPBpwNdfbtS360+GkX6HQghRJ5RFGj3MWisYdvXsOlT0CVB6w/SrPa/ev/j0O1DHI84zqgdo/iz859Ya6wtE3Meq+TqSB3vEhy7/oDVR28ytEUFS4ckhBBCCCGEEKn8AqFaVwjZA9G31TmBfJrlWblRaQgST1DAuVzqa5EjiqLgWcwz5XVRpKDgVcI+5bUoWLQaLQ3dG+ZoGy9Hr/+3d9/xURT9H8A/d+mdVEIgBAKEJiIllIcSQHoJTaQpEKooTVAUfKSIhV7EnwgSgoqAivReBKSEEog06YROILQUAil38/sjzy0JyV3uLldyd5/363UvltzszNzu7c5+b3ZnMLjGYAx6bRAuPrmILde2YGvCVjxIf4A/L/+JPy//iUC3QLQr3w4dQzsizDvMSLUnsmSGa3/ZFr1kk21Ss09ygoa/pgF7vwSUWUCzCTkdRQAc5A6Y2XQmemzsgdMPT2Nh/EKMrTPWzJU2nu61S+PUradYG3+bHUFUAMY+5sT2yvbYZLtMJsBzOZEts4TriULbP9Wcc6aoixBCmKQk0ltKSgq8vLyQnJwMT09Pc1eHiEgjhVKBE/dPYPO1zdh1YxfSstKk9yp5V0KH8h3Qvnx7lHIvpSEXw+E5NC9uDyIbcGgBsGtSznLjscCbk6TOIADYdWMXxu7L6QD6oeUPaFS6kTlqaXRPnmWi3te7kaUQ2DGmKSoHehQ5T55DX+K2ICLSH8+hL3FbEBHpT5dzKMfqISIig7KT26FeqXr4otEX2NdzH+Y2m4sWwS3gIHfA5SeXMf/kfLT+szUGbB+ANZfWIDkjWWN+CqUCxxOPY+u1rTieeBwKpcJEn4SIyEI1Gg20+Tpn+eBcYNfnQK57v1qFtELPyj0BABMPTkRSepI5aml03m6OaFElZ/67tSete04kIiIiIiIiTTg0HBERGY2TnRNahbRCq5BWSM5Ixq4bu7Dl2hbE3Y/DifsncOL+CXx99Gs0Kd0EHUI7ICI4Ak52TtL6u2/sxvRj03E//b70t5KuJfFpvU/RMqSlOT4SEZFlaPhBzpxB2z4GDi/MmTOo7TfSk0Efh3+M+AfxuPTkEiYcmIDFrRYXOC+cpetWuwx2nLuPdfF3ML5tFdjJi+eQEURERERERMZkkI6gZ8+e4cyZM3j06BFSUlLg6ekJX19fvPbaa3B3dzdEEWQKWc+BmHY5y1HbAAcX89bHwrzIfoEB2wcAAJa3XQ5ne2fzVsgMXmQp8PbiWADA78MawtnB+n5QIv15OXnhrbC38FbYW7iXdg9bE7ZiS8IWXH5yGX/d+gt/3foLHg4eaBnSEh1COyA5Ixkf7f8IAnlHMH2Q/gBj943F3GZz2RlE1sGA7S/bopfYJgGoPxSwswc2fwgcXQQos4F2MwG5HE52TpgVMQu9NvfC0cSjiD4bjaGvDzV3jQ2ueeUAeLs64EFqBg5eeYiIMH9zV4mKC8Y+ZsX2yvawXSaj4LmcyKZZwvVEcWr/9O4Iev78OZYtW4aYmBicPn0aCkX+oXrs7OxQs2ZNREVFISoqCi4uPCEXa0IJ3I1/uUw6UQolzj06Jy3bIqUQOH07WVomUqeUeykMqjEIg2oMwsXHF7ElYQu2XtuK++n3se7KOqy7sg5ymTxfJxAACAjIIMOMYzPQPLi5Vd7BTjbGgO0v26KX2Cb9T92BgNwe2DgKOP4joMwCOswD5HKEeoViYv2J+PzQ5/i/f/4PdUvWRe2Stc1dY4NytJcjsmYQfoq9gbUnb7MjiF5i7GNWbK9sD9tlMgqey4lsmiVcTxSn9k+vOYK2b9+O0NBQjBo1CvHx8cjOzoYQIt8rOzsbJ0+exMiRI1GhQgXs2LHD0PUnIiILV9mnMsbWGYudb+3EsjbL0L1Sd7jYu2hsxAUEEtMTcfLBSRPWlIjIQtXuB3RZBMjkwInlwMaRwP/mW+tcoTM6hHaAUigx/u/xePz8sdXNy9atdhkAwI5ziUh9kWXm2hAREREREZmezk8ELVy4EB9++KHU2QMAYWFhqF27NkqWLAl3d3ekpaXh/v37OHnyJC5dugQASExMRPv27bFgwQKMGDHCsJ+CiIgsnlwmR3hgOMIDw1E7oDY+O/RZoetY6wTnREQG90bvnCeD1g0F/lmRM0xcl+8hk9vh8waf4+zDs7iRcgOt/2yNDEWGtJo1zMv2ehkvVPB3w9WkZ9h2JhFvhwebu0pEREREREQmpVNH0IYNGzBmzBgIISCXyzFs2DCMHj0alStXVrvOpUuXsGDBAixZsgQKhQJjxoxB2bJlERkZWeTKExGRdSrlXkqrdP6uHOKHiEhrr/fImTNozSDg9OqcYeK6LoGbgxu6V+qOuSfm5ukEAqxjXjaZTIZutctg1o6LiDmUACcHOQI8nFGvvA/s5DJzV4+IiIiIiMjotB4a7sWLFxg1ahSEEChRogT27t2L77//XmMnEJDztND//d//Yd++fShRogSUSiVGjRqFjIwMjesREZHtqh1QGyVdS0KGgn+gk0GGQNdA1A6wrrksiIiMrnpXoMfynKeDzv4J/DkQiqwX+PX8rwUmV83VNuPYDIseJs7b1QEAcD4xFaNX/4PePx5B4xl/YfvZe2auGRERERERkfFp3RG0atUq3Lp1CzKZDGvXrkWTJk10KqhRo0ZYu3YtZDIZbt26hZUrV+pcWSIisg12cjt8Wu9TAMjXGaT6/yf1PoGd3M7kdSMisnjVIoG3fwHkDsC/G5Dyazc8epaoNrmlz8u2/ew9fLbubL6/Jya/wPAVJ9kZREREREREVk/rjqDNmzcDALp06YJmzZrpVVizZs3QpUsXCCGk/KiYcfXNeZFevJ284e3kbe5qmJWPmyN83BzNXQ2yAi1DWmJus7kIcA3I8/eSriUteogiogIZsP1lW/QS2yQNqrQHeq0E7Jzgff0Q5t1PgoMQkAuBus9foF3aM9R9/gLy/80JCljmvGwKpcDUTf9CFPCe6m9TN/0LhbKgFGT1GPuYFdsr28N2mYyC53Iim2YJ1xPFpf2TCSG0inoqVqyIhIQErFixAr1799a7wFWrVqFv374oX748rl69qnc+tiQlJQVeXl5ITk6Gp6enuatDRGRSCqUCJx+cRFJ6Evxd/VE7oLZOTwLxHJoXtwcR5XFlD5SrekGuyMR5Rwf4KJQoqXg5BFyinR2m+3pjj5srlrVZhvDAcDNWVnexVx+h949HCk23akgDNKxQ+I9IPIe+xG1BRKQ/nkNf4rYgItKfLudQe20zvX//PgCgQoUKRaqcav0HDx4UKR8iIrINdnI7i/vhkYjIYlR8E6L3b8hc0Q1VM7PyPTkToFBg7oOH+KhkALycvMxSxaJ4kPrCoOmIiIiIiIgskdZDw6lo+QCR0dYnIiIiIiLDsQuNAJw9IIBXZmV7GSx8/PAR+m3pi53Xd5q4dkUT4OFs0HRERERERESWSOuOoJIlSwJAkYdzU60fEBBQSEoyuaznQEyHnFfWc3PXxuK8yH6BqO1RiNoehRfZtnlX6YssBXoujkXPxbF4kaUofAUiIjJo+8u26CW2STq4cRiOL1LydQKpyAGUUihQNe0pxu0fh3kn5kGhtIxtWq+8D0p5Oav9bDIApbycUa+8jymrRcUBYx+zYntle9guk1HwXE5k0yzheqI4tX9aDw33xhtv4Nq1a1izZg369Omjd4Fr1qyR8qNiRiiBGwdfLpNOlEKJuPtx0rItUgqBowmPpWUiItKCAdtftkUvsU3SQdp9rZK9Vaox4p7GYdnZZTj/6DxmNp2JEs4ljFu3IrKTyzC5UzUMX3ESMiDP0HeqzqHJnarBTq6uq4isFmMfs2J7ZXvYLpNR8FxOZNMs4XqiOLV/Wj8R1LFjRwDAhg0bsG/fPr0K27dvH9avXw+ZTIZOnTrplQcRERERERmQe0mtknV4rR9mNZ0FF3sXxN6LRc/NPXH+0XkjV67o2r5WCoveqY1Ar7zDvwV6OWPRO7XR9rVSZqoZERERERGRaWjdEdS7d2+ULVsWQgh069YNhw8f1qmg2NhYdOvWDQBQpkwZ9O7dW7eaEhERERGR4YX8B/AMQv4Zgl6x7VO0lbljRfsVCPYIxt1nd/Hutnex6eomk1SzKNq+VgoHP2mBVUMaYEGvN7BqSAMc/KQFO4GIiIiIiMgmaN0R5OTkhAULFkAmkyE5ORkREREYOXIkLl++rHG9K1euYNSoUYiIiMDTp08hl8uxYMECODk5FbnyRERERERURHI7oO2M//3n1c6g//3f0R14eAFY3gFhf83C6ogFaFK6CTIUGZh4cCK+OfoNspRZpqy1zuzkMjSs4IvOb5RGwwq+HA6OiIiIiIhshtZzBAFA586dMW/ePIwZMwZKpRLff/89vv/+e4SFhaF27doIDAyEu7s70tLSkJiYiPj4eFy8eBEAIP43Bt6sWbPQpUsXg38QIiIiIiLSU7VI4O2fge2fACl3X/7dMwhoOx0o1xj4axoQFwOc+R2el7bju2YT8EONKlh05kesvLASFx5fwJxmc+Dn4me+z0FERERERET56NQRBACjRo1ChQoVMHDgQCQlJQEALl26hEuXLhWYXtUB5Ofnh+joaM4NRERERERUHFWLBKp0AG4cBtLu58wdFPKfnCeGAKDjPKDWO8CWccDdeMh3TMD7JV9Dg7rD8cHlX3DywUn03NQTc5rNwRsBb5j1oxAREREREdFLWg8Nl1uHDh1w7do1zJs3D7Vq1YJMJoMQIt9LJpPhjTfewPz583Ht2jV2AlkCB9ecF+nFxd4FLvYu5q6GWbk42MHFwc7c1SAisiwGbH/ZFr3ENkkPcjugfBOgxls5/8pf2X6l6wCD9+R0CjmXAO6fRe0tE7DTvgJquwbjwfMHiNoRhd8v/i7dEEZUbDH2MSu2V7aH7TIZBc/lRDbNEq4nikv7JxMGiNBSUlJw9uxZPHz4EKmpqfDw8ICfnx9ee+01eHp6GqKeNi0lJQVeXl5ITk7m9iQi0hHPoXlxexCRwTx7BOyeDMT/AgAQzl74M7gapmXdhlImQ7dK3TCx/kQ42VnP3KA8h77EbUFEpD+eQ1/itiAi0p8u51C9ngh6laenJ/7zn/8gMjISffv2RWRkJP7zn/8UWPiqVavg4+MDX19fQxRdLN24cQPjxo1DlSpV4ObmBh8fH4SHh2PWrFlIT083d/WIiMhCsD0homLNzRfo/B0waDcQ+DpkL5Lx1uVY7HkqUDMjE2svr8WAbQOQ+CzR3DUlsE0hIiLDYHtCRGSZDPJEkC5++uknREVFQSaTQaFQmLJok9i0aRPeeecdpKSkFPh+WFgYtmzZgooVK2qdJ++OICLSn6WeQ43RngCWuz2IqJhTKoC4ZcCeaUBGMgBgo5c3Znm5Qu7mj9kRsxEeGG7mShadpZ5DGaMQERUvlnoOZXtCRFS8mPyJIMoRHx+Pnj17IiUlBe7u7vjqq69w+PBh7NmzB0OGDAEAXLp0CR06dEBqaqqZa1uArBfArz1yXlkvzF0bi5OhyMD7u9/H+7vfR4Yiw9zVMYsXWQpExRxDVMwxvMiyvo5eIlOx+PaEdGPA9pdt0Utsk0xMbgfUGwKMPAHU7AMAiEx+gq13HqDFg5sYumMwfj73M+cNMgO2KWow9jErtle2h+2y5SuW7QnP5UQ2zRKuJ4pT+2dv1tKtzOjRo/H8+XPY29tj586daNiwofReixYtUKlSJYwfPx6XLl3CnDlzMGXKFPNVtiBCAVze+XKZdKJQKnDgzgFpGeafA8zklEJg78UkaZmI9GPx7QnpxoDtL9uil9gmmYm7P9B1EVC7H7D1I3jcP4vJjx6jW2oavsz4EmcfncWUhlPgykmdTYZtihqMfcyK7ZXtYbts+Yple8JzOZFNs4TrieLU/vGJIAM5duwYDhzI+eINGjQoT4OoMm7cOFStWhUAsGDBAmRlZZm0jkREVPyxPSEiqxDSEBi6H2g7HcLRAzUyM7Hq7n3UOf4rhm/qhVsptwAAiuxMXDjxI+L3fIYLJ36EIjvTzBW3LmxTiIjIENieEBFZPnYEGcj69eul5aioqALTyOVy9OvXDwDw9OlT7N271xRVIyIiC8L2hIishp090GA4ZCPjgBpvQw6gZ2oa5p09gJ9XtsaWzUPxaHoQqmz6CLUOfIcqmz7Co+lBOLX/S6NUxxY7ndimEBGRIbA9ISKyfOwIMpCDBw8CANzc3FCnTh216SIiIqTlQ4cOGb1eRERkWdieEJHV8QgEuv8IDNiCbL9K8FEq8VniXbSP+w3+2XnvFvbLzkKNvbMM3hl0av+XJu10Ki7YphARkSGwPSEisnzsCDKQ8+fPAwAqVqwIe3v1Uy9VqVIl3zpEREQqbE+IyGqVawz74bHIavE5lABk/3vlpgpOyvw9Dzev7sKDe/FIfpKAF8+fQCiVehV7av+XqLF3FvxM1OlUnLBNISIiQ2B7QkRk+dSfvUlrL168wMOHDwEAZcqU0ZjW29sbbm5uePbsGW7dumWK6hERkYVge0JEVs/OAVfdvFBFQxI5AF9FNnx/eSvfey9kMryQy5EpkyPTzh5Zcntk2dkj284BCjtHKOwdobRzgtLeCcLeGUp7J1S/ekBtp5MSQKkDC6BoNB529o4G+5jFAdsUIiIyBLYnRETWQeuOoJs3bxqkQFXjYU1SU1OlZXd390LTqxrFtLS0At/PyMhARkaG9P/k5GQAQEpKShFrWojMZ0CGwP8KAxwVxi3PyqRnpUPxPGebpaSkINsh28w1Mr30zGwoM9IB/G8bOLKvmcxPde4UQpi5JoUzdHsCmLFNIe0ZsP1lW/QS26TiK+nORQRlFH5Ofg4Z7CHgkOevAnIo4QzAGdrN8aMEkKrhfeeMDMQf+gFhtQYUmpcttylW154w9jErtle2h+1yXmxPDNSe8FxOZNMs4XrC2O2fLu2J1iWXK1cOMtmr99ERkHN3hIqjY+F3Ejo5OQEAnj9/XuD733zzDaZOnZrv78HBwXrWUA/Tg0xXlhUqNbyUuatgdqXmm7sGRHmlpqbCy8vL3NXQyNDtCVBM2hTSngHbX7ZFL7FNokJNHw1gtNbJbbFNser2hLGPWbG9sj1sl19ie/JSkdsTnsuJbJolXE8Ys/3Tpj3RqQvKEu5UMAdnZ2dpOTOz8DsTVXc+uLi4FPj+hAkTMHbsWOn/SqUSjx8/hq+vLzvj1EhJSUFwcDBu3boFT09Pc1fHInCb6YbbS3fFZZsJIZCamoqgoOIfGBi6PQEM26YUl31KxR+/K6QLS/q+2HKbwhjFPCzp+KAc3GeWxxz7jO2J4doTHnPcBrb++QFuA8B2t4Eu7YnWHUH9+/cvUqWsmYeHh7SsaXgelWfPngFQ/0itk5OTdAeFSokSJfSvoA3x9PS0qYPdELjNdMPtpbvisM2K+112KoZuTwDjtCnFYZ+SZeB3hXRhKd8XW21TGKOYl6UcH/QS95nlMfU+Y3vykiHaEx5z3Aa2/vkBbgPANreBtu2J1h1BMTExelfG2jk7O8PX1xePHj3C7du3NaZ98uSJ1ChaxTAKRERkMGxPiIjIUNimEBGRIbA9ISKyDnJzV8BaVKtWDQBw5coVZGern5jqwoUL0nLVqlWNXi8iIrIsbE+IiMhQ2KYQEZEhsD0hIrJ87AgykMaNGwPIeQT2xIkTatPt379fWm7UqJHR62UrnJycMHny5HyPF5N63Ga64fbSHbeZfopze8J9Strid4V0we+L8RTnNoW0w+PD8nCfWR7us8IV5/aE+4/bwNY/P8BtAHAbaEMmhBDGLODRo0eQyWTw8fExZjFmd+zYMdSvXx8AMGzYMPzwww/50iiVSrz22ms4f/48SpQogQcPHsDBwcHUVSUiomKM7QkRERkK2xQiIjIEtidERJbPKE8E3b9/H0OHDoWfnx8CAgLg7+8Pb29vDBgwADdv3jRGkWZXr149NGnSBAAQHR2N2NjYfGnmzJmD8+fPAwBGjx7NBpGIiPJhe0JERIbCNoWIiAyB7QkRkeXT+omg27dvo169egCAzz//HMOHDy8w3bVr19C0aVPcu3cPr2Ytk8lQokQJ7NmzB2+88UbRal4MxcfHo1GjRnj+/Dnc3d0xceJENG/eHM+fP8fq1auxZMkSAEBYWBji4uLg4eFh5hoTEVFxxPaEiIgMhW0KEREZAtsTIiLLpnVH0NKlSzF06FA4Ojrizp078PX1LTBdvXr1EBcXJ/0/ODgYQUFB+Pfff5GamgoAqFy5Ms6cOQN7e3sDfITiZdOmTXjnnXeQkpJS4PthYWHYsmULKlasaOKaERGRJWF7QkREhsI2hYiIDIHtCRGR5dJ6aDjVY5/NmzdX2wm0efNmxMXFSXMCbd++HTdu3EBsbCwSExMRFRUFALh06RL+/PNPA1S/+OnUqRNOnz6NDz/8EGFhYXB1dUWJEiVQt25dzJgxA/Hx8WwQiYioUGxPiIjIUNimEBGRIbA9ISKyXFp3BJ05cwYymQytWrVSm+bXX3+VlufMmYPWrVtL/3dxccHSpUtRo0YNAMCGDRv0qa9FCAkJwdy5c3Hx4kU8e/YMT548wfHjxzF+/Hi4urqau3rF1o0bNzBu3DhUqVIFbm5u8PHxQXh4OGbNmoX09PQi5b18+XLIZDKtXsuXLzfMBzKSBw8eYPPmzZg0aRLatWsHPz8/qe4DBgwwSpmrVq1C69atERgYCGdnZ4SEhOCdd94pcFzg4sZU22vKlClaf8f27dtnsHKNIS4uDl988QVat26NMmXKwMnJCe7u7ggLC0NUVBQOHjxo8DIt+TtmTIZqT3gckLbYxpA+eA1nGRijmI8xj5H09HSsXbsWw4cPR3h4OLy9veHg4ABfX180bNgQU6ZMQWJiooE+ie0w5j5TJz09HaGhodI5rVy5ckYpx1qZcp/t3r0bAwYMQMWKFeHm5gYvLy+EhYXhrbfewqJFi5CWlmbQ8oobY7Unhr4O3bZtG7p27SrFtGXKlEHXrl2xbds2vetYnGRmZmLp0qVo06YNSpUqJcXtlStXRlRUFA4fPmzuKprEzZs3MXnyZNStWxf+/v5wdnZGcHAwmjRpgkmTJuHs2bPmrqJJffLJJzYRd5vjdyurILTk7+8v5HK52L17t9o0gYGBQiaTCW9vb5GZmVlgmvnz5wuZTCaqVaumbdFkAzZu3Cg8PT0FgAJfYWFh4vLly3rnHxMTozbvV18xMTGG+2BGoKnu/fv3N2hZ6enpon379mrLk8vlYsqUKQYt09BMtb0mT56s9Xds7969BivX0Jo0aaLVZ+jXr5/IyMgocnnW8B2zBDwOSFtsY0hXvIYj0syYx8ipU6eEu7t7oceGp6enWL16tYE/mfUy9nlNnXHjxuUpJyQkxOBlWCtT7bPHjx+Lzp07F3rMxcfHF/1D2SBDXYcqFAoxaNAgjfkNHjxYKBQK430YI7t+/bqoXr16od/FkSNHCqVSae7qGs23334r3NzcNG6D0aNHm7uaJhMfHy/s7e2tPu429e9W1kTrSXpU43/6+fkV+P7169dx//59yGQyNG3aFA4ODgWmq1WrFgDg7t272hZNVi4+Ph49e/aUJhycMGFCngkHf/zxR1y6dAkdOnQwyISDO3bsQFBQkNr3y5QpU6T8Tals2bKoUqUKdu7caZT8Bw4ciK1btwLIGRZy9OjRCAoKwpkzZ/D111/j6tWrmDJlCkqVKoWhQ4capQ6GZOztpXLmzBmN75cvX96o5ReF6twcFBSEHj16oEmTJihbtiwUCgViY2MxZ84c3LlzBz///DOysrKwcuXKIpVnbd8xS8DjgLTFNoYKw2s4Is2MfYykpKRITx40atQIHTt2RN26deHr64ukpCSsXbsWP/74I1JSUtC3b194enqiXbt2xvioVsPU57Xc5c6fPx/Ozs5wcHCQ5lemwplqnyUnJ6NVq1Y4ceIEAKBr16546623UKFCBdjZ2eHWrVvYv3+/1U6DYGpFuQ797LPPEB0dDSDnN8jx48ejQoUKuHr1KmbOnIn4+HgsXboU/v7++Prrrw1ddaPLyspChw4dcO7cOQDA66+/jrFjx6Jy5cpITU3FwYMHMWfOHDx79gwLFy5EUFAQPv30UzPX2vC+/PJLfP755wBy5qYaMmQIwsPD4eXlhUePHiE+Ph7r1q2DXK71YFgWTalUYujQocjOzkZAQAAePHhg7ioZjal/t7Iq2vYYOTs7C7lcLo4dO1bg+7/99puQyWRCLpeLadOmqc3n1KlTQiaTCQcHB927rcgqqXpy7e3txeHDh/O9P3PmTKk3d/LkyXqVkftu0oSEhKJV2MwmTZokNm3aJBITE4UQQiQkJBjlbu09e/ZI+Xbq1ElkZ2fneT8pKUmULVtWABAlSpQQjx8/NljZhmSq7ZX7SQhL1qFDB/Hbb7/l298qSUlJIiwsTPqs+/fv17ssa/mOWQIeB6QttjGkC17DEWlm7GPk0KFD4u233xbnzp1Tm2b9+vVCJpMJAKJChQpWfWe4IZjivPaq7OxsUadOHQFAfPHFFyIkJIRPBOnAVPvs3XffFQCEk5OT2LBhg9p0SqVSZGVl6V2OLTPEdejFixelJyLq1q0r0tPT87z/7NkzUbduXek7Y4yn+4ztjz/+kLZLw4YNC4zd4+LihIODg3QtbW3fyd27d+d56kPdqFRCCJt5ImTevHkCgKhSpYqYMGGCVT8RZMrfrayN1r/UlC5dWsjlcrFixYoC3x89erTUEbR9+3a1+Rw8eFDIZDLh4eGhe23J6hw9elQ6MIcNG1ZgGoVCIapWrSo1YJpO8OpY848IxvqRrl27dtLF0a1btwpMs2rVKqnsmTNnGqxsY+IP4EW3adOmPI+a68tav2OWgMcBaYttDKnDazgizUx1jGije/fuUl1OnDhhlDKsgbn22Zw5cwQAUblyZZGRkcGOIB2Yap8dOHBAKmfWrFlFrTZpSZ/r0OHDh0vrxMbGFpgmNjZWSvP+++8bsMam8eGHH0r137hxo9p0Xbt2ldKdPn3ahDU0LoVCISpVqiQAiJo1a1pdJ5c+bty4IQ0Vu2/fvjxxuTV2BGnDUL9bWRutn4+rWbMmABT4mKsQAhs3bgQA2Nvbo1GjRmrzuXHjBgCgZMmS2hZNVmz9+vXSclRUVIFp5HI5+vXrBwB4+vQp9u7da4qq2bTU1FTs2bMHANCyZUu1Q61069YNnp6eAIB169aZrH5kXs2bN5eWr169qlce/I4R2S4e/9aB13BEmhWnY8QQ1262wBz77MaNG5g0aRIA4IcffoCjo2OR8rM1ptpn3333HQDAy8sLI0aM0L2iZBJCCGzYsAEAUKVKFTRo0KDAdA0aNEDlypUBABs2bIAQwmR1NITMzExpOTQ0VG26ChUqFLiOpdu5cycuX74MAPjkk09gb6/1rCdW64MPPkBaWhr69++PiIgIc1enWOC1T8G07giKjIyUTqq//PJLnvdmz56N69evQyaToWXLlnB3d1ebT2xsLABIJ12ybQcPHgQAuLm5oU6dOmrT5T6RHTp0yOj1snXHjx+XLhQ0NSKOjo7SxdXx48eRlZVlkvqReWVkZEjLdnZ2euXB7xiR7eLxbx14DUekWXE6Rgxx7WYLzLHP3n//fTx79gzvvvsumjVrVqS8bJEp9llmZqbUudCqVSs4OzsDABQKBW7duoXr16/jxYsXuladjCAhIUGaO6SwH8NV79+5cwfXr183dtUMKvfvqdeuXVObTvXjt0wmQ6VKlYxeL1P5448/AOR8ro4dO0p/f/z4MS5fvozHjx+bq2pm8fvvv2Pz5s3w8fHB7NmzzV2dYoPXPgXTuiPo3XffRXBwMABgwIABqF+/Pvr27YvatWvnmXRs7NixavMQQmD9+vWQyWRqe+bJtpw/fx4AULFiRY29+FWqVMm3jr6ioqIQFBQER0dH+Pn5oUGDBvjvf/+LO3fuFClfa/Lvv/9Ky7m3fUFU72dnZ0t3Zdi61q1bIyAgAI6OjggICECzZs0wffp0PHnyxNxVM4j9+/dLy1WrVtUrD37HrJ+1HwekPx7/1oHXcESameMYUccQ1262wNT7bPXq1di6dSu8vb0xZ84cvfOxZabYZ6dOnZI6emrUqIGUlBSMGTMGfn5+KFu2LMqXLw8vLy+0atUK+/bt0/1DkMHoc40JGO/cayy9e/eWnpqfMWMGFApFvjTx8fHYsmULAKBPnz5Semtw5MgRAEC5cuXg4eGBlStXokaNGvD19UVYWBh8fX1RuXJlzJ49O09ngDV6+vQpRo8eDSDnu+Dn52fmGhUfvPYpmNYdQa6urli9ejXc3d0hhEBcXBxWr16NU6dOSY9RDhw4EG+++abaPLZu3SoFai1btixi1cnSvXjxAg8fPgQAtcPCqHh7e8PNzQ0AcOvWrSKVu2/fPty7dw9ZWVl49OgRjh49iq+++goVK1bE4sWLi5S3tbh9+7a0XNi+UXUQA0XfN9Zi165dSEpKQlZWFpKSkrB//35MmDABoaGh0t1klkqpVGL69OnS/99++2298uF3zPpZ83FARcPj3/LxGo5IM3MdIwU5deqU9GNgjRo1+GOIGqbeZ0+ePMGYMWMAANOnT4e/v79e+dgyU+2z3J0LSqUSdevWxYIFC/D06VPp75mZmdi9ezdatGiBGTNm6JQ/GY6tXGP6+fnhl19+gaurKw4dOoTw8HD8/PPPOHLkCHbv3o2pU6ciIiICmZmZqF27tlV1NCuVSly4cAFAznYYPXo0+vbti7Nnz+ZJd+nSJXz88cdo0aJFnmPV2owfPx6JiYlo1KgRBg0aZO7qFBuG+t3KGmndEQQADRs2RFxcHLp37w5nZ2cIISCEQEhICGbPno0lS5ZoXH/atGkAgMDAQD4RREhNTZWWNQ0nqKK6cEtLS9OrvNDQUHz00Uf4888/cezYMRw7dgyrV69Gjx49IJPJ8OLFC7z33nuFfo9tgS77RrVfAP33jbWoUaMGPv/8c2zatAknTpzAkSNH8NNPP6F169YAcu7W6N69O7Zt22bmmupv3rx5OHbsGICc+Ts0DcGgCb9j1ssWjgMqGh7/lo/XcESamfoYUScjIwODBw+W7hb/6quvDJq/NTH1Pvv4449x//59NGzYEEOGDNErD1tnqn2We5ipGTNm4PLly2jbti2OHTuGFy9e4MGDB1i0aBG8vLwghMCnn37Km57MxJauMSMjI3HixAkMHjwY//zzD/r374+GDRuiVatWmDJlClxdXTF//nwcOHDAquZoT05OhlKpBACcOXMG3377LUqVKoUVK1bg8ePHSE9Px/79+6XfnA8fPoyBAweas8pGc+DAASxduhT29vb44YcfIJPJzF2lYsNQv1tZI51n1KpUqRL++OMPKJVKJCUlwdHREd7e3lqtq5oYmBN5EYA84+hqMymmk5MTAOD58+c6l9W1a1f0798/34kxPDwcPXv2xObNm9GtWzdkZWXhww8/RGRkJAIDA3Uux1rosm9U+wXQb99YizFjxmDKlCn5/l6/fn3069cPixcvxnvvvQeFQoHBgwfj6tWr0vjSlmL//v3SUKABAQFYtGiR3nnxO2adbOE4oKLj8W/5eA1HpJkpjxFNRowYgbi4OABA//790alTJ4Pmb01Muc/+/vtvLFu2jD/eFZGp9tmzZ8/ylNmqVSts3rxZmnPC398f7733Hl577TVERERAqVRiwoQJiIyM5L41MVu6xszMzMTPP/+MDRs2SKM05Xb//n2sWLEC5cuXR2RkpBlqaByvHo+urq7Yu3dvnnmTmjZtir/++gsNGzbEqVOnsG7dOhw9ehT169c3R5WNIjMzE0OHDoUQAh9++CFee+01c1ep2DDk71bWSKcngvKsKJejZMmSWncCATk97m5ubnlOuGS7cv/4p5o0WhPV2J4uLi46l+Xl5aXxIqxjx46YNGkSACA9PR3R0dE6l2FNdNk3ucdc1WffWIsSJUpofH/YsGHSo7p3797Fn3/+aYJaGc65c+fQtWtXZGdnw9nZGX/88QcCAgL0zo/fMetk7ccBGQaPf8vHazgizUx5jKjzzTffYOnSpQByOk7/7//+z2B5WyNT7bOMjAzpx7vRo0fj9ddf162iJDHVPnv1pqUZM2YUOPF448aN0a1bNwA5c86cOXNGp3Ko6GzlGvPZs2do2bIlvvnmGzx+/Bjjx4/H+fPnkZGRgeTkZOzcuRONGzdGXFwcunTpgrlz55q7ygbz6vE4ePDgPJ1AKi4uLnmegv3tt9+MXjdT+vrrr3HhwgWULVsWkydPNnd1ig1D/25ljfTuCCIqKg8PD2lZm0dxVT3/2jz2rY+hQ4dKPzTknlTMFumyb3LfkWGsfWMthg0bJi1b0ncsISEBrVu3xpMnT2BnZ4fVq1ejadOmRcqT3zHbZanHARkOj3/Lx2s4Is3MfYwsXrwYEydOBJAzIfrWrVvzDINE+Zlqn3311Ve4ePEigoODMXXqVN0qSXmYap/lLsff3x+1atVSm7ZNmzbS8vHjx3Uqh4rOVq4xp0yZggMHDgAAoqOjMWPGDFSpUgWOjo7w9PREq1atsHfvXjRv3hxCCHz88cc4deqUmWttGLn3MQBp+PGCvPnmm9KIVNZ0PF64cAHffPMNAGDhwoVs3//HGL9bWSOO0UZm4+zsDF9fXzx69CjPpH4FefLkidRQ557Uz5ACAgLg6+uLhw8f4s6dO0Ypw1Lknljx9u3bqFu3rtq0uSdWNNa+sRbVqlWTli3lO3b37l20bNkSd+/ehUwmw7Jly9C5c+ci58vvmO2yxOOADIvHv+XjNRyRZuY8RlatWoX3338fABASEoJdu3bBz8+vyPlaO1PtsxkzZgAAWrZsiU2bNhWYRpX3s2fPsHr1agA557kWLVroVJa1M9U+y50+9zVMYWmTkpJ0KoeK7tVrTE0s9RpTCIFly5YBAMLCwtC/f/8C09nb22PatGlo3LgxlEolli9fjnnz5pmyqkbh5OQEf39/6fjStO+cnZ3h5+eHxMREqzoe582bh8zMTISGhiI9PV1qJ3I7e/astPzXX38hMTERANCpUyer7Dgy1u9W1ogdQWRW1apVw4EDB3DlyhVkZ2ernT/qwoUL0nLVqlWNVh+O4Zsj9w+1ubd9QVTv29vbo1KlSkatl6WztO/Xw4cP0apVK1y7dg1Azt0m/fr1M0je/I7ZLks7DsjwePxbB17DEWlmjmNk48aN6NevH5RKJUqVKoU9e/YU+sM1vWSKfaYariomJgYxMTEa0z58+BC9e/cGAERERLAjqACm2GfVq1eXlhUKhca0ud/n3Nimp881JmDc6xNDu3//Ph4/fgwAGp9OA4A6depIy4VtD0tSvXp17Nu3D4D2x6Q1HY+qYQ2vXbsmtRGaTJs2TVpOSEiwuo4gY/5uZY04NByZVePGjQHk3O104sQJtelyD/PRqFEjo9QlKSkJDx8+BAAEBQUZpQxLER4eLk2uqGmIlczMTBw5ckRax8HBwST1s1T//vuvtFzcv2PJyclo06aNVOfp06fjgw8+MFj+/I7ZLks6Dsg4ePxbB17DEWlm6mNkz549ePvtt5GdnQ1fX1/s2rULFSpU0Ds/W1SczmukHVPss5CQEJQtWxYAcP36dQgh1Ka9evWqtFy6dGmdyqGiK1++vHQdUNhQsX///TeAnP1Urlw5Y1fNYHJ3aGRnZ2tMm5WVVeB6li73cF+qH/8LkpKSIl0f8ni0Tsb+3coasSOIzKpLly7Ssro7opRKJX7++WcAORORN2/e3Ch1WbJkiXRRFxERYZQyLIWHhwfefPNNAMDu3bvVPla9du1apKSkAAC6du1qsvpZqsWLF0vLxfk7lp6ejg4dOuDkyZMAgM8++wyffPKJQcvgd8x2WcpxQMbD49868BqOSDNTHiOHDx9G586dkZGRAS8vL+zYsSPPUwykHVPsMyFEoa+QkBAAOR0Qqr+p7n6nvEx1nHXv3h1Azg/Le/bsUZtu7dq10rKqk4pMRyaTScNBXbhwQbqh6FVHjhyRnpDp3LmzRT1V7OPjA09PTwBAbGysxs6g3J1h5cuXN3rdTEV1PALAunXr1KZbt26ddH3YpEkTo9fLVJYvX15oOzJ58mQp/d69e6W/W1KnZ2FM8buVVRJEZtakSRMBQNjb24vDhw/ne3/mzJkCgAAgJk+enO/9vXv3Su/3798/3/sJCQni5MmTGuuwadMm4ejoKAAIFxcXcfv2bX0/jsklJCRo/PwFiYmJ0bhNhRBiz549UprIyEiRnZ2d5/2kpCRRtmxZAUCUKFFCPH78uIifxDSMsb1Onz4tLl++rDGPxYsXS3kEBgaKtLQ0PWpvfBkZGaJ169ZSXUePHq1XPrb8HbMEPA5IW2xjSBNewxFpZuxjRAgh4uPjRYkSJQQA4ebmJg4ePGjgT2FbTLHPChMSEiIAiJCQEL3WtzWm2Gc3btwQzs7OAoCoUaOGSE5Ozpfml19+kfLp0KFDUT8WCf2uQy9evCjs7OwEAFG3bl2Rnp6e5/309HRRt25d6Ttz6dIlI9TcuHr37i1tlylTphSY5vHjx6JatWpSuh07dpi4lsbVrl07AUDI5XKxe/fufO/fu3dPlClTRgAQjo6ONnd9OHnyZGnf792719zVMThD/W5li6zn2UCyWAsWLECjRo3w/PlztG7dGhMnTkTz5s3x/PlzrF69GkuWLAGQMxHeuHHjdM7/+vXraN68ORo2bIhOnTqhZs2aCAgIAJDzGOmaNWuwZs0a6U6B2bNnF+vHRg8ePIgrV65I/1c96goAV65cwfLly/OkHzBggF7ltGjRAr169cLq1auxceNGtGrVCmPGjEFQUBDOnDmDr776Cjdv3gSQM+mpt7e3XuUYmym214kTJzB48GA0b94c7dq1Q40aNeDr64vs7GxcuHABv/76K3bu3AkAsLOzw5IlS4rtuKy9e/eW6tqiRQsMGjQoz0SDr3J0dERYWJheZVnLd8wS8DggbbGNIV3wGo5IM2MfI1evXkWbNm3w9OlTAMCXX34JLy8vjdduAQEB0nFE+Rl7n5HhmWKflS1bFl988QXGjx+PM2fOoF69evjkk0/w+uuvIyUlBWvXrsWiRYsAAJ6enpg3b57BPp8tMcR1aFhYGD7++GNMnz4dcXFxaNSoET755BNUqFABV69exYwZMxAfHw8A+Pjjjy1yDspJkyZhw4YNSE9Px5QpU3DixAn0798foaGhePHiBY4cOYL58+dL19JvvvkmWrdubeZaG9b8+fMRGxuLp0+fomPHjhgzZgzat28PFxcXHDt2DN9884006sC0adN4fWhlTPm7ldUxd08UkRBCbNy4UXh6ekq9ua++wsLC1N5pXtgdPLnf1/RydXUVixcvNvInLbr+/ftr9XlUr4Joc7e2EDl3y7Rv315t3nK5XOP6xYEptlfu9zW9fH19xfr16438iYtGl20FDXcq2tJ3zBLwOCBtsY0hXfEajkgzYx4j2ra9uV88rxbOmPtMG3wiSHem2meffvqpkMlkassJCAgo8Kkk0o4hrkOFEEKhUIiBAwdqXHfQoEFCoVCY8NMZ1q5du4Sfn1+h26hFixZW+2T9gQMHRMmSJdV+dplMJv773/+au5pmYe1PBOl67cP29CU+EUTFQqdOnXD69GksWLAAW7Zswe3bt+Ho6IiKFSuiR48eGDFiBFxdXfXKu06dOlixYgViY2MRFxeHe/fu4eHDh8jOzoa3tzeqV6+ON998E4MHD+bdca9wcXHBli1bsHLlSixfvhynTp3C06dPUbJkSTRp0gQjRoxAw4YNzV1Ns2vfvj2io6MRGxuL+Ph43L9/H48ePYIQAj4+PqhZsybatm2LAQMGSOP5Ug5+x6wHjwPSFY9/68BrOCLNjHmMkHFwn1keU+2zb775BpGRkVi0aBEOHDiAe/fuwdnZGWFhYYiMjMTIkSPh5eVlgE9ERSGXyxEdHY3u3btjyZIlOH78OB4+fAg/Pz+Eh4dj2LBhaNeunbmrWSQtW7bEhQsXEB0djW3btuHcuXN4+vQp7O3tERgYiPDwcPTp0weRkZEWNQeSLho3boxz585h4cKFWL9+PRISEpCZmYlSpUqhWbNmGDlyJGrVqmXuahIVKzIh/jeWAhEREREREREREREREVkVubkrQERERERERERERERERMbBjiAiIiIiIiIiIiIiIiIrxY4gIiIiIiIiIiIiIiIiK8WOICIiIiIiIiIiIiIiIivFjiAiIiIiIiIiIiIiIiIrxY4gIiIiIiIiIiIiIiIiK8WOICIiIiIiIiIiIiIiIivFjiAiIiIiIiIiIiIiIiIrxY4gIiIiIiIiIiIiIiIiK8WOICIiIiIiIiIiIiIiIivFjiAiIi1FRERAJpNh9uzZ5q6KRfjjjz8gk8kQFhaGrKwsc1eHiMjomjVrBplMhmbNmpm7KkREZCMYo+iGMQoR2RLGJ5QbO4JIrX379kEmkxX4cnV1RUhICLp06YKVK1ciOzvb3NXV29WrV/HNN9+gZcuWKFeuHNzd3eHs7IySJUuiQYMGeP/997FlyxaNF4nLly9Xu63c3d1RsWJF9OrVC5s3b1abhyq9tifn3PtnypQpOn7qHFOmTCmwznK5HJ6enqhcuTLeeecd7NixQ6/8rckff/yBv//+G/7+/hg+fLi5q2M0rVu3hkwmw+jRo4ucV/fu3VGtWjVcvnwZCxcuNEDtiGzDs2fP8MMPP6B9+/YoXbo0nJ2d4eTkBH9/f4SHh2PgwIH48ccfcevWrQLXHzBggHQ+v379ut71ePHiBWJiYtC9e3dUqFAB7u7ucHd3R4UKFdCtWzcsW7YMz58/1zv/gty+fRtTpkxBkyZN4O/vDwcHB7i4uKBMmTJo2rQpRo8ejTVr1iA5Odmg5RKR5WCMwhiFMcpLjFF0xxiFSHeMTxifkJUQRGrs3btXANDqFR4eLu7du2fuKuvkyZMnYuDAgcLe3l6rzxgQECDmzJkjsrOz8+UVExOj9bZq27atSE1NzZeH6v2IiAit6p97/0yePFmvbTB58mSt692tWzfx4sULvcrRVlE/j7EoFApRpUoVAUBMnz7d3NUxmpSUFOHo6CgAiF27dhkkz19//VUAEP7+/iItLc0geRJZs8OHD4uyZctqdV4uWbJkgXn0799fSpOQkKBXPdavX69VPYKDg8W6dev0/8C5LFmyRLi6umr12Xv27GmQMg0tIiJCp7aciHTHGIUxCmOUHIxR9McYhUh7jE8Yn5D1sAeRFoYPH473339f+n9aWhri4uIwZ84cXL9+HcePH0fnzp1x5MgRyGQyM9ZUO9euXUP79u1x8eJFAICPjw969+6Npk2bIigoCK6urkhKSsKFCxewY8cO7Nq1Cw8ePMC4cePQp08fBAYGqs37yy+/ROfOnaX/P336FIcOHcKcOXOQlJSE7du3Y+DAgfj999+N/jl1sWzZMoSHhwMAlEolbt26hcOHD2PevHl4/vw51q5di7Fjx+L//u//zFxT01uzZg0uXLgAFxeXPMeBtdmxYwcyMzPh6emJiIgIg+TZs2dPjB8/Hnfu3MHixYsxduxYg+RLZI0uXbqENm3aIDU1FQAQGRmJt956C2FhYXB0dMTDhw9x6tQp7Nq1C3v37jVaPb799luMGTMGQgipHj169ECFChUgk8lw9epVrFmzBuvXr8etW7fQrVs3zJ8/H6NGjdK7zFWrVmHo0KEAAGdnZ0RFRaFNmzYoU6YMhBC4e/cu4uLisHnzZsTHxxvkcxKR5WOMwhiFMQpjFH0wRiHSDuMTxidkZczbD0XFmTZ3cz1+/FhUrFhRSrdx40bTVlIPaWlpomrVqlKdhwwZIpKTkzWuc+3aNREVFSUAFHhXYe677WJiYgrMIyEhQfj4+EjpTp06led91d/Ndbfd3r17C0xz8uRJ6Y5Ee3t7o95VWdTPYyz/+c9/ivUdHobSr18/AUD06NHDoPmOHTtWABDly5cXCoXCoHkTWZO33nqr0LZE5cGDB+K7774r8L2i3HG3efNmaV0vLy+xe/dutWn37NkjvLy8BAAhk8nEli1bdCpLJTs7WwQGBgoAwsPDI1/7+Kp///1X/Pbbb3qVZWy8447I+BijvMQYhTEKYxT9MUYhKhzjE8YnZF04RxAVibe3NyZMmCD9f/v27WasjXY++eQTnD9/HgDw/vvvY8mSJfD09NS4Tvny5bFs2TJs3LgRzs7OepVbrlw5fPDBB9L/LWVM61q1aqFXr14AgOzsbOzbt8+8FTKxCxcu4PDhwwCAvn37mrk2xqNUKrF161YAQMeOHQ2at2q7JSQkGPUuISJLplAosGXLFgBA3bp1MWDAAI3p/f3987QphpCWloaoqCgAgFwux6ZNm/Dmm2+qTd+iRQts3LgRcrkcQghERUXh2bNnOpd79OhRJCYmAgCGDRuG119/XWP6qlWr4u2339a5HCKyHYxRtMcYxTIxRik6xihEmjE+YXxC1ocdQVRk9erVk5Zv3LiR732FQoGffvoJHTt2RFBQEJycnODr64vGjRtj7ty5Gidya9asWZ7JSS9fvowRI0agUqVKcHV11Xmiufv37yM6OhoAEBwcjNmzZ2u9LgB06tQJJUqU0Gmd3ArbVsVVjRo1pGV1k/89efIEMTExeOedd1CtWjW4u7vD0dERgYGBaNOmDZYsWYLMzMwC1y1Xrlye4TqmTp2ab3JYdRcdV65cwYcffogaNWrAy8sLLi4uCA0NxYABAxAXF6f/h/4f1fAYbm5uaNu2rdp0qskPy5UrBwC4d+8ePvnkE1SvXh0eHh6QyWT5AtSiHBsq58+fx4ABAxAcHAxnZ2cEBwejT58+OH78eIH1UufIkSN4+PAh5HI52rdvn+/9EydOYNCgQQgLC4Obm5tUVp06dfDBBx9g48aN0mPar6pduzbKly8PIOfxaiLKLykpSTrmK1asaJY6REdHIykpCUBOwNOkSZNC12natKk0ZMKDBw+wbNkyncu9efOmtGyoz56UlIQvvvgCjRo1QkBAABwcHODt7Y369etj/PjxOH36dL51MjMzsWnTJowYMQLh4eHw9vaGg4MDfH19Ub9+fUyZMgUPHz40SP0SExPx2WefoW7duvDx8YGTkxOCg4Px9ttvY/fu3QYpg8jWMUbRHmMUxii5MUYhIoDxiQrjE8YnVsW8DyRRcabtY/0XLlyQ0rVt2zbPezdu3BA1a9bUOKFaxYoVxcWLFwvMO/cjjOvXrxdubm751tflsdIFCxZI633xxRdar1cYbYZdEEKI7du3S+nee++9PO+p/l7chl0QQoh58+ZJ6ebNm1dgmpCQkEInz6tVq1aBwzZos27//v3zrTdr1izh4OCgdh2ZTCY+//xzvbaNSrNmzQQA0aRJE43pVI86h4SEiNjYWOHn55evPrm3cVGPDSGE+O2334STk1OB69rb24ulS5fmqZcmn376qQAgGjVqlO+9uXPnCrlcXug+KmiCYZVevXoJAKJ06dIa60Fkqx49eiQdSzVr1ixSXvoOvVCrVi1pvQsXLmi93vnz5/Oc53X1559/SuuPHj1a5/VftWLFigKvF3K/Cjon5t5u6l6+vr7i4MGDasvWZugFbeo3aNAgkZWVVeRtQWSNGKNojzEKYxTGKIxRiPTF+ITxCeMT62MPoiI6c+aMtBwUFCQtP3r0CI0bN8atW7fg5OSEIUOGICIiAuXKlUNaWhp27tyJBQsW4MqVK2jXrh1OnjwJLy+vAsu4efMm3nnnHbi6uuLzzz9HkyZNYGdnh+PHj8Pd3V3ruu7fv19a1nTnlLGo21bFnWqYCgBq79pSKBSoX78+OnbsiFq1aqFkyZLIzMxEQkICVqxYge3btyM+Ph69evXKd9fZzp07kZmZKd3V9+rEv0DOEB+5zZo1C+PHjwcAvP766xg+fDgqVaqEEiVK4OLFi/juu+8QGxuLadOmwc/PT69JArOysnD06FEAkCapLUxaWhq6d++OFy9e4LPPPkOrVq3g6uqKM2fOoFSpUgAMc2wcP34cffv2RXZ2NpycnPDhhx+iffv2cHJywtGjR/H1119j+PDhqFatmlb13rRpE4CcO0pzO336ND766CMolUqUL18eI0aMwBtvvAEfHx+kpqbi4sWL2Lt3LzZs2KAx/3r16mH16tW4c+cOrly5YrY7ioiKKx8fH4SEhODGjRs4deoUZsyYgY8//hhyuWke3k5OTsapU6cAAGFhYahcubLW61apUgVhYWG4dOkSTp8+jdTUVHh4eGi9fq1ataTlxYsXIzIyEi1atNC+8rn88ssv6NevH4CcSV2HDBmCdu3aITAwEGlpaTh9+jQ2btyIy5cv51s3OzsboaGh6Nq1K+rVq4eyZcvC3t4eN27cwO7du7Fs2TI8evQIXbt2xdmzZxEQEKBz/X7//Xe8++67EEIgNDQUI0aMQLVq1eDv74/r168jOjoaW7duRXR0NDw9PTF37ly9tgMRMUbRBWMUxigAYxTGKER5MT7JwfiE8YlVMXdPFBVf2tzNlZWVJRo0aCCl+/nnn6X3+vTpI/VqX7t2rcD1T548KfU6T5w4Md/7qp5rACIoKEjcuHGjSJ9JNWmsXC4XGRkZRcorN23utktJSRHly5eX0v3999953lf9vbjdbXfz5k1pH5UoUULtHVWXLl3SWNayZcukstRN7qft5zl37px0l93kyZOFUqnMl0ahUIh33nlHABDu7u7i8ePHGvMsyNGjR6U6/fLLLxrT5r5Tw93dXfzzzz9q0xri2Khbt64AIBwcHMT+/fvzvX/79m1RpkwZjXeXqFy7dk1Kd/bs2Tzvff755wKAcHNzE4mJiWrzePr0qcZJVvfv3y+VsXr1arXpiGzZ7Nmz89x1Va5cOTFq1CixevVqteeKguhzx93BgweldXr16qVz3VV31AIQhw4d0nn9jh075vns4eHhYtKkSWLr1q0iKSlJqzzu3r0rXF1dBQAREBAgzpw5ozbtzZs38/3typUrBbYnKqdPnxbu7u4CgPjvf/9bYBpNd9wlJSVJk9cOHDhQ7R11EydOlK5VdLnzkchWMEbRHmMUxiiMURijEBUF4xPGJ0IwPrEmnCOI9PLs2TPs378frVq1wpEjRwAAISEh0uRo169fx2+//QYA+O6776Sxd19Vq1YtaTK55cuXayxz+vTpKFu2bJHqrRo708vLC46OjmrTJSYm4uzZswW+7ty5o1OZKSkp2Lp1K5o0aYKEhAQAQIMGDbQa29RclEolbt68iZUrV6Jx48bS5HrTpk1Te3djpUqVNOYZFRWFN954AwCwfv36ItVvzpw5yMrKQt26dTF58uQ8Y3eryOVyLFy4EE5OTkhLS8OaNWt0Luf27dvSsi53VowfPx41a9Ys8D1DHBvHjx+XxhYfNmwYmjZtmm/90qVLY86cOVrVd/PmzQByJhyuXr16nvdUEySGhYWhZMmSavPw8vLSeGdQ7u137do1repFZGs+/PBDDBw4UPr/9evX8e2336JXr14IDQ1FYGAgevXqhU2bNqkd715fuceWDgwM1Hn93OeHR48e6bx+TExMnruajx8/ji+++ALt27eHv78/KleujJEjR+LkyZNq81i4cCHS09MBAEuWLMFrr72mNm1wcHC+v1WoUKHA9kSlRo0aGDx4MAD92rFFixYhOTkZpUuXxvfffw97+4IfzJ86dSpKly4NpVKJn3/+WedyiGwZYxTtMUbJwRglB2MUxihEBWF8wvgEYHxiTdgRRFp5dWJMd3d3NGvWTHp8PiAgAOvXr4eTkxMAYMuWLVAoFHB1dUW7du005q26QLx7926eCdlyc3R0RI8ePYr8OVJTUwHkTKqpyfTp01GjRo0CX5999pnGdaOiovJsKy8vL3To0EF6pLVChQrS5J7FSfPmzaU629nZISQkBH379sXNmzcRFBSEpUuXYsSIEVrlJYRAYmIiLl26lCdALV26NABI20JfqiECunfvrrFRLFGihDSUQ2xsrM7lqCYlBPIP+6BJ37591b5niGMj90R9UVFRatfv2rWrVhMHqxtyAYA0VMS///6LY8eOFZqXOj4+PtKyKnAjorzkcjmio6Oxc+dOtG3bNt+F+P379/Hbb78hMjIS9erVw9WrVw1Wtqp9BKDTcEYFrZOSkqLz+n5+fjh06BCWLFmC2rVr53v/0qVL+O6771CnTh28++670o9/ual+MAoNDUVkZKTOdXjVkydPcPXqVZw7d05qx1Tn1H///RdZWVk65bdx40YAQMeOHaXrpYLY29ujYcOGAPRru4hsCWMUxiiMURijMEYhMh7GJ4xPAMYn1oRzBFGRlC9fHm+99RY++uijPHfTqO4ESk9PV9ujXJDExMQC76irVKkSnJ2d8/09KysLFy9eVJtf5cqV4eDgIP3fw8MDT58+LfAEbUwymQxVqlRBnz59MGbMGL0aMXNq166dxsBBZcuWLVi0aBH+/vvvPI32q3Lf2aGrGzduSMHPhAkTMGHCBK3W0+fC/vHjx9KytkGWu7s7QkND1b5viGNDNY67o6Oj2rv6AMDBwQG1atXC3r171aZJTU2VxqUvKMjq3bs3vvnmG2RkZKBRo0Zo27YtOnTogMaNG6N69eoag9zccm8/Ux9/RJamVatWaNWqFVJSUnDo0CHpDtu///4bycnJAHLOJU2aNMGJEyekH0OKIveY2WlpaTqvn3sdT09Pverg4OCAIUOGYMiQIbh79y4OHDiAuLg4HD16FEeOHJECmxUrVuDu3bvYuXMn7OzsAORcD5w9exYA0LhxY63PTa86c+YM5s2bh23btmlsN5RKJZ48eaL1ndgKhQL//PMPgJxxxhcvXqzVevxRikg/jFG0wxglL8YojFGIqGCMTxifqDA+sWzsCCKt5J4YUyaTwdnZGX5+fmonTn3w4IFe5agemXyVugvcO3fuSHdTFSQhISHPxKG+vr54+vQpkpOTkZmZqXbohfnz52P+/PnS/69fv6728fhXffnll+jcuTOAnG3l6uoKf39/rQMrbR+nzZ1O3wYlt2XLlkmPvT5//hxXrlzB4sWLsX//fkRHRyMxMRGbNm0qsCwhBIYMGYLo6Gitynr+/Lne9TT0d0uT3IG9tnUu7O42Q9RfFfz5+PhIFxnqaBoqAQB27NiBzMxMeHh4ICIiIt/7VapUwapVqzBkyBA8efIEmzdvlu5q8fPzQ9u2bTF06NBChxHJvf1y//BBROp5enqiXbt20p25GRkZWLlyJcaNG4cnT57g3r17+Pzzz7F06dIil+Xn5yct63Nxf//+fWnZ19e3yPUJCgpCz5490bNnTwA5573Zs2djxowZUCqV+Ouvv7Bq1Sq888470vuqdlHfwDM6OhrvvfcesrOztUqvS1v2+PFjrfPNTZ+2i8iWMEZhjMIYhTEKYxQi02F8wviE8YllY0cQaSUgIEDjWJavUigUAHJO3Jru9HmVukCmsAtJbdWsWRNXr16FUqnE6dOnUbduXYPkm1vp0qV12lYqLi4ueP78udYn7tx3LBU2jIQ2ypcvn6fe4eHh6NWrFwYNGoSYmBhs2bIF8+fPx4cffphv3WXLlkkB1htvvIExY8agfv36KF26NFxdXaX9169fP/zyyy9FGjtW9d0CgEmTJmk9HIc+28jf319azn3nnSaFfVcNeWwYIrhWBUxt2rRRG/x0794dLVu2xG+//YYdO3bgwIEDSEpKwsOHD7FixQqsWLEC/fv3x7Jly9SOwZ17+2kzFAQR5efk5ISoqCgEBQWhbdu2AIC1a9diyZIlGse/18Zrr70GuVwOpVKJ+Ph4nddXjY1tZ2enVxtYGB8fH3z99dcQQmD69OkAgD/++EMKtIrqwoULUpAVEBCAjz/+GC1atEC5cuXg4eEhnR+XLVuGQYMGAdD+R1Egb9s1ePBgjB49Wqv1NM0VQkSMUXTBGIUxiiaMURijEOmD8QnjE7Is7Agio1D1tqempqJq1aoGC5JeVa5cOZ1OdBEREVi7di0AYPv27UYJsvTl4+ODO3fuaH2nQ+50ucc2NiSZTIbvvvsOe/bswc2bNzF16lT0798/X3k//vgjAKBixYo4fPgwXFxcCsxP20BFk9x3cjg4OBilQVfJHWQ9efLEIHka4thQ3X366NEjKBQKjXnkvgvmVUqlElu3bgVQ8JALuXl5eWHo0KEYOnQoAOD8+fPYsGEDFi5ciLt37+Knn35CrVq11F485N5+RZ1QmcjWtWnTBsHBwbh16xaePHmCR48e5Tlf6cPLywuvv/46/vnnH1y8eBGXLl1CWFiYVuuq0gM5P2bqO/SCNoYMGSIFWleuXJH+7uPjIwWK9+7d0znf5cuXIzs7G3Z2dti/fz+qVKlSYDp927Hc7aYQwqhtFxGpxxhFd4xRtMMYhTEKkS1jfML4hCxD0bpnidSoVasWgJzHRFXjDRcHPXv2lCZA+/HHH/HixQsz1+il119/HQBw69atPBOAqqO6uyH3usbg6uqKSZMmAQCSk5Mxc+bMfGnOnTsHAIiMjFQbYAkh8tRZX6GhodJwH4cOHSpyfprkHtJDdRFRVIY4NlT1yszM1DipbXZ2tjTma0GOHDmCpKQkyOVytG/fXqc6VK1aFZ9++imOHDki3cmoaYLh3NuvevXqOpVFRPkFBQVJy4a48xYABgwYIC1/++23Wq+XO23uPIxB3efO/aPbgQMHdL6rW9WO1axZU22QBUDv87ajo6N07jN220VE6jFG0R1jFO0wRmGMQmTrGJ8wPqHijx1BZBSdOnWSToC5x7E2t5IlS2LgwIEAgJs3b2L8+PFmrtFLb775prS8cuVKjWmfP38u3TXo6+urcTJOQ+jXr590h9T333+f744D1biimibY3LBhQ6F3QajGu87IyFCbxs7OTgoIdu7cifPnzxf+AfQUFBQkTap6/Phxg+RpiGOjZcuW0vJPP/2kNt26des03iW4adMmAEDDhg3zjL+ri+DgYOmuHE0T7Kq2n4ODA2rXrq1XWUSUIz09Hf/++y+AnHG6DTHmNQAMHDhQOhf88MMPWgUEhw4dkiYWDQgIkNpYXegSFOUOdF6d9Fp113BCQgI2bNigUx20acfu3buHjRs36pRvbpGRkQByhnnYsWOH3vkQkf4Yo+iOMQpjFG0xRiGyXYxPcjA+oeKOHUFkFJUrV5bGRV69ejXmzp2rMX1CQgJWrVpliqphxowZqFy5MgBg4cKFeP/995GWlqZxHUM9cq9JVFSUdNfS1KlTpd7/VwkhMGrUKOlx+uHDhxt9YksHBwcpIE1NTcWCBQvyvF+pUiUAORftBT2WevXqVXzwwQeFlqOaQO/q1asa002YMAF2dnZQKpV46623cPv2bbVpFQoFfv31V41pNFFNMHrs2DG91n+VIY6NevXqSYHKokWLcPDgwXzr3bt3Dx999JHGvFVBVseOHdWmWb9+PZ4+far2/Vu3buHChQsA1I+fD7zcfg0bNtR6UmIiW5KWlob69etj8+bNUCqVatMplUqMHDkSqampAHIu3g11x52Hh4c0l4JCoUDHjh01zhOwb98+dOzYURpfOiYmRq+5DrZt24a333670LG/Hz9+jFGjRkn/V016rjJixAip/GHDhuHs2bNq83q1TVC1Y5cvX8bhw4fzpU9PT0efPn2KNJH46NGjpfNfVFSU2nZeZcuWLTh9+rTe5RFRfoxRdMcYhTFKQRijEFk/xieMT17F+MQKCCI19u7dKwAIAGLy5Mk6r//o0SMRGhoq5dG0aVOxdOlSERsbK06ePCl27dolZs+eLVq2bCnkcrno3r17vjwiIiIEABEREVH0D5TL5cuXRaVKlaS6+fn5iZEjR4o//vhDHDp0SPzzzz/i77//FsuWLRN9+vQRzs7OUtrhw4fnyy8mJkZ6PyYmRu96RUdHS/m4urqKMWPGiC1btoiTJ0+Kw4cPi8WLF4t69epJaapXry7S09P1Lm/y5MlSXnv37tWY9vnz5yIwMFAAEN7e3iIlJUV6b9asWVI+YWFhIjo6Whw9elTs379fTJ48WXh5eQlnZ2dRu3ZtAUCEhIQUWEbfvn0FAOHk5CR++OEHcebMGXH58mVx+fJlcf/+/Txp582bJ5Xp5eUlPv74Y7Ft2zZpW61cuVKMHDlSlCpVSgAQZ86c0WsbrV27Virn8uXLatP1799f42fLzRDHxpEjR4S9vb0AIJydncWECRPEgQMHxLFjx8TChQtFqVKlhIODg6hZs2aB9UpISJDKP3v2rNq6RkRECFdXV9GjRw+xaNEisW/fPhEfHy/++usvMXPmTBEcHCzls27dugLzSElJkY6hefPmFbp9iGxRamqqdCyVLl1afPDBB2LFihXiwIED4p9//hH79u0T8+bNEzVq1Mhz7ktISMiXl+p8BEDMmjVLxMTEaHz9+uuvedafM2eOkMlkUh5dunQRK1asELGxseLIkSPi119/Fd26dZPSyGQyMX/+fL0/+6ZNm6SyatasKSZOnCjWrVsnjhw5Ik6ePCm2b98u/vvf/4qAgAApXZ06dURWVla+vH7++WcpjYuLixg1apTYtm2biI+PFwcOHBCLFi0S7dq1E6GhoXnWO3bsmLReiRIlxFdffSX2798vjh49Kr7//nvpmqFRo0ZSuoK2fWHXLX/++ae03ZydncV7770nNmzYIE6cOCGOHDki1qxZI8aPHy+1EZs2bdJ7uxJZK8YojFFyY4zCGIUxCpFxMD5hfML4xPqwI4jUKmqQJYQQ9+7dE02aNJHy0fSKiorKt76xgiwhhHj8+LHo37+/sLOz06p+AQEBYvbs2SIzMzNfXoYKsoQQYvHixXmCOnWvxo0bi8TExCKVpUuQJYQQM2fOlNJ//fXX0t8zMzNF69at1dbVxcVF/P7774UGIvHx8cLJyanAPPr3758v/ZIlS4Srq2uh28rR0VFjgKRJVlaWFFxOnTpVbTpdgiwhin5sCCHEypUrhaOjY4Hr2NvbiyVLlqit17fffisAiPLly2usp+oY1PSSy+Vi2rRpavNYvny5VKd79+5ptX2IbE3uH7K0eVWqVEnExcUVmFfuQEubl5eXV748/vzzT1GmTJlC1w0ODhZr164t0mc/ePCgcHNz07q+rVq1Eg8fPlSb3/Lly4WLi4vGPAo6V0+dOlXjOuPGjcvT3usTaAkhxMaNG4WPj49W59a//vpLjy1KZN0YozBGeRVjFMYo6tpRxihE+mN8wvikoPMq4xPLxo4gUssQQZbK5s2bRd++fUVoaKhwdXUVDg4Owt/fX/znP/8R48aNE/v37y9wPWMGWSqXL18WX375pWjRooUIDg4Wrq6uwsnJSZQsWVKEh4eL4cOHi3Xr1hUYXKkYMsgSIucCfMqUKaJx48bC399fODg4CHd3d1GhQgXRt29fsXHjRqFUKotcjq5BVmpqqtQ4+Pv7i2fPnknvZWVliW+//VbUrVtXuLq6ChcXF1GxYkXx3nvvifPnzwshtAtETp48KXr37i3Kli2bJ+AqKMgSQojExEQxdepU0ahRI+Hn5yfs7e2Fm5ubCAsLE927dxc//PCDSEpK0mWz5DNhwgQBQFSuXFltGl2DLBV9jw2Vc+fOiXfffVcEBQUJR0dHUbp0afH222+LI0eOaKxXq1atBAAxatQojfnfvXtXLFmyRPTp00e88cYbIjAwUNjb2wt3d3dRvXp1MXz4cHHq1CmNeagC8B49ehS+QYhsmEKhEIcOHRJTp06V7gpzc3MTdnZ2wtPTU1SpUkX07NlTrFy5UmRkZKjNxxCBlhBCpKeni+joaNGlSxdRrlw54erqKlxdXUW5cuVEly5dxNKlS4t0x/erZW3cuFGMHTtWREREiKCgIOHk5CTs7e2Fj4+PqF27thg2bJhWbZUQOeeuzz77TNSpU0eUKFFC2NnZCW9vb9GgQQMxceJEqV161ZYtW0Tr1q2Ft7e3cHR0FGXKlBHdunUTO3fuFEIIgwRaQgiRnJwsZs+eLVq0aCFKliwpHBwchIuLiyhfvrzo2LGjmDt3rrh586ZWn5XI1jBGYYzyKsYojFEYoxAZB+MTxieMT6yLTAgdZsAiIrJBN2/eRFhYGDIyMnDw4EE0atTI3FXS2oABA/DTTz8hJCQE169fB5Azhrqfnx8yMzOxc+dOtGrVymjl37hxAxUqVIBCoUBsbCwaNGhgtLKIiIiIiGwFYxT9MUYhIiJbJDd3BYiIiruyZctKE8lOmzbNzLUpup07dyIzMxMeHh6IiIgwallff/01FAoF2rZtywCLiIiIiMhAGKPojzEKERHZInYEERFp4bPPPoOXlxd27NiBY8eOmbs6ReLh4YHJkydj4cKFcHR0NFo5t27dwvLly2FnZ4eZM2carRwiIiIiIlvEGEV3jFGIiMhW2Zu7AkRElsDHxwe//PILTpw4gYcPH5q7OkXSunVrtG7d2ujl3Lp1CxMmTEBoaChq1Khh9PKIiIiIiGwJYxTdMUYhIiJbxTmCiIisWEHjbxMREREREZkLYxQiIiLT49BwREREREREREREREREVopPBBEREREREREREREREVkpPhFERERERERERERERERkpdgRREREREREREREREREZKXYEURERERERERERERERGSl2BFERERERERERERERERkpdgRREREREREREREREREZKXYEURERERERERERERERGSl2BFERERERERERERERERkpdgRREREREREREREREREZKXYEURERERERERERERERGSl/h/Y+nszmO0IggAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 2000x300 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_fig9(target_slo: float = 90):\n",
    "    plt.rcParams.update({'font.size': 20})\n",
    "    fig, axs = plt.subplots(1, 4, figsize=(20, 3))\n",
    "    draw_attainment_rate_plot(\n",
    "        axs[0],\n",
    "        \"opt-66b-humaneval\",\n",
    "        [(50, 0.125), (50, 0.375), (50, 0.625), (50, 0.875), (50, 1.125), (50, 1.375), (50, 1.625), (50, 1.875), (50, 2.125)],\n",
    "        [\n",
    "            Backend(\"distserve\", SYSNAME, \"C0\", 8),\n",
    "            Backend(\"deepspeed\", \"DeepSpeed-MII\", \"C2\", 4),\n",
    "            Backend(\"vllm\", \"vLLM\", \"C1\", 4),\n",
    "        ],\n",
    "        0.125,\n",
    "        0.2,\n",
    "        target_slo,\n",
    "        show_ylabel=True\n",
    "    )\n",
    "    axs[0].set_xticks([0.5, 1, 1.5, 2])\n",
    "    fig.legend(frameon=False, bbox_to_anchor = (0.7, 1.1, 0, 0), ncol=3,\n",
    "    bbox_transform = plt.gcf().transFigure, columnspacing=1)\n",
    "    draw_slo_scale_plot(\n",
    "        axs[1],\n",
    "        \"opt-66b-humaneval\",\n",
    "        50, 0.875,\n",
    "        [\n",
    "            Backend(\"distserve\", SYSNAME, \"C0\", 8),\n",
    "            Backend(\"deepspeed\", \"DeepSpeed-MII\", \"C2\", 4),\n",
    "            Backend(\"vllm\", \"vLLM\", \"C1\", 4),\n",
    "        ],\n",
    "        0.125,\n",
    "        0.2,\n",
    "        [1.5, 1.4, 1.3, 1.2, 1.1, 1.0, 0.9, 0.8, 0.7, 0.6, 0.5, 0.4],\n",
    "        target_slo\n",
    "    )\n",
    "    draw_attainment_rate_plot(\n",
    "        axs[2],\n",
    "        \"opt-66b-longbench\",\n",
    "        [(25, 0.0625), (25, 0.125), (25, 0.1875), (25, 0.25), (25, 0.3125), (25, 0.375), (25, 0.4375), (25, 0.5), (25, 0.5625), (25, 0.625)],\n",
    "        [\n",
    "            Backend(\"distserve\", SYSNAME, \"C0\", 8),\n",
    "            Backend(\"deepspeed\", \"DeepSpeed-MII\", \"C2\", 4),\n",
    "            Backend(\"vllm\", \"vLLM\", \"C1\", 4),\n",
    "        ],\n",
    "        15,\n",
    "        0.15,\n",
    "        target_slo,\n",
    "    )\n",
    "    draw_slo_scale_plot(\n",
    "        axs[3],\n",
    "        \"opt-66b-longbench\",\n",
    "        25, 0.375,\n",
    "        [\n",
    "            Backend(\"distserve\", SYSNAME, \"C0\", 8),\n",
    "            Backend(\"deepspeed\", \"DeepSpeed-MII\", \"C2\", 4),\n",
    "            Backend(\"vllm\", \"vLLM\", \"C1\", 4),\n",
    "        ],\n",
    "        15,\n",
    "        0.15,\n",
    "        [10.0, 8.5, 7.0, 5.5, 4.0, 2.5, 1.0, 0.8, 0.55],\n",
    "        target_slo\n",
    "    )\n",
    "    axs[3].set_xticks([10, 8, 6, 4, 2])\n",
    "\n",
    "plot_fig9()\n",
    "save_plot_to(\"other-apps-p90.pdf\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Improvement (DistServe compared to DeepSpeed-MII): 1.0666666666666667\n",
      "WARNING: Intersection point not found! xs: [0.125, 0.375, 0.625, 0.875, 1.125, 1.375, 1.625, 1.875, 2.125], ys: [91.5, 86.5, 79.5, 71.0, 65.0, 56.49999999999999, 38.0, 36.5, 28.000000000000004], target_y: 96.5\n",
      "Improvement (DistServe compared to vLLM): 4.0\n",
      "Improvement (DistServe compared to DeepSpeed-MII): 1.147058823529412\n",
      "Improvement (DistServe compared to vLLM): 1.1911764705882355\n",
      "Improvement (DistServe compared to DeepSpeed-MII): 1.325301204819277\n",
      "Improvement (DistServe compared to vLLM): 5.133333333333334\n",
      "Improvement (DistServe compared to DeepSpeed-MII): 1.6176470588235294\n",
      "WARNING: Intersection point not found! xs: [10.0, 8.5, 7.0, 5.5, 4.0, 2.5, 1.0, 0.8, 0.55], ys: [90.0, 87.0, 87.0, 83.0, 81.0, 71.0, 44.0, 33.0, 19.0], target_y: 96.5\n",
      "Improvement (DistServe compared to vLLM): 6.8965517241379315\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x300 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_fig9(99)\n",
    "save_plot_to(\"other-apps-p99.pdf\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x300 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from distserve.lifetime import LifetimeEvent, LifetimeEventType, json_decode_lifetime_events\n",
    "import numpy as np\n",
    "\n",
    "stage_to_strs: list[str] = [\n",
    "    \"Prefill Queuing\",\n",
    "    \"Prefill Execution\",\n",
    "    \"Transmission\",\n",
    "    \"Decoding Queuing\",\n",
    "    \"Decoding Execution\"\n",
    "]\n",
    "num_stages = len(stage_to_strs)\n",
    "    \n",
    "def analyse_one_request_result(result: RequestResult) -> np.array:\n",
    "    \"\"\"\n",
    "    analyse_one_request_result: Analyse the time spend on a single request.\n",
    "    \"\"\"\n",
    "    lifetime_event_dict = {}    # LifetimeEventType -> timestamp\n",
    "    for event in result.lifecycle_events:\n",
    "        lifetime_event_dict[event.event_type] = event.timestamp\n",
    "    \n",
    "    def get_event_timestamp_delta(event_type1: LifetimeEventType, event_type2: LifetimeEventType) -> float:\n",
    "        return lifetime_event_dict[event_type2] - lifetime_event_dict[event_type1]\n",
    "    \n",
    "    result = np.array([\n",
    "        get_event_timestamp_delta(LifetimeEventType.Issued, LifetimeEventType.ContextBegin),\n",
    "        get_event_timestamp_delta(LifetimeEventType.ContextBegin, LifetimeEventType.ContextEnd),\n",
    "        get_event_timestamp_delta(LifetimeEventType.MigrationBegin, LifetimeEventType.MigrationEnd),\n",
    "        get_event_timestamp_delta(LifetimeEventType.ContextEnd, LifetimeEventType.MigrationBegin) + get_event_timestamp_delta(LifetimeEventType.MigrationEnd, LifetimeEventType.DecodingBegin),\n",
    "        get_event_timestamp_delta(LifetimeEventType.DecodingBegin, LifetimeEventType.DecodingEnd)\n",
    "    ])\n",
    "    return result\n",
    "\n",
    "def analyse_request_results(request_results: list[RequestResult]) -> np.array:\n",
    "    \"\"\"\n",
    "    analyse_request_results: Analyse the time spend on all the requests and get an average of every stage's time spend fraction.\n",
    "    \"\"\"\n",
    "    num_requests = len(request_results)\n",
    "    total_time_spend_fracs = np.zeros(num_stages)\n",
    "    for result in request_results:\n",
    "        cur_result = analyse_one_request_result(result)\n",
    "        cur_result /= cur_result.sum()\n",
    "        cur_result *= 100\n",
    "        total_time_spend_fracs += cur_result\n",
    "    total_time_spend_fracs /= num_requests\n",
    "    return total_time_spend_fracs\n",
    "\n",
    "def plot_microbenchmark_bar(\n",
    "    ax: plt.Axes,\n",
    "    exp_result_dir: str,\n",
    "    num_prompts_req_rates: list[(int, float)],\n",
    "    backend: Backend\n",
    "):\n",
    "    colors = [\"lightgreen\", \"#5b5\", \"red\", \"lightskyblue\", \"deepskyblue\"]\n",
    "    bar_width = 0.5\n",
    "    plt.rcParams.update({'font.size': 14})\n",
    "    bottoms = np.zeros(len(num_prompts_req_rates))\n",
    "    for index in range(num_stages):\n",
    "        stage_str = stage_to_strs[index]\n",
    "        stage_time_fracs = []\n",
    "        for num_prompts, req_rate in num_prompts_req_rates:\n",
    "            results = load_result(exp_result_dir, backend, num_prompts, req_rate)\n",
    "            time_frac = analyse_request_results(results)[index]\n",
    "            stage_time_fracs.append(time_frac)\n",
    "        ax.bar(\n",
    "            [f\"{round(req_rate, 2)}\" for num_prompts, req_rate in num_prompts_req_rates],\n",
    "            stage_time_fracs,\n",
    "            bar_width,\n",
    "            label=stage_str,\n",
    "            bottom=bottoms,\n",
    "            color=colors[index]\n",
    "        )\n",
    "        bottoms += stage_time_fracs\n",
    "\n",
    "    ax.set_xlabel(\"Per-GPU Rate (req/s)\")\n",
    "    ax.set_ylabel(\"Latency Breakdown (%)\")\n",
    "    ax.legend(frameon=False, loc = (-0.12, 1.0), ncol=2,\n",
    "          columnspacing=0.5)\n",
    "\n",
    "def plot_migration_time_usage_cdf(\n",
    "    ax: plt.Axes,\n",
    "    label: str,\n",
    "    exp_result_dir: str,\n",
    "    num_prompts: int,\n",
    "    request_rate: float,\n",
    "    backend: Backend\n",
    "):\n",
    "    ax.set_ylabel(\"CDF\")\n",
    "    ax.set_xlabel(\"Transmission Time (s)\")\n",
    "    req_results = load_result(exp_result_dir, backend, num_prompts, request_rate)\n",
    "    transmission_times = [\n",
    "        analyse_one_request_result(result)[2]\n",
    "        for result in req_results   \n",
    "    ]\n",
    "    transmission_times.sort()\n",
    "    ax.ecdf(transmission_times, label=label)\n",
    "    \n",
    "def plot_fig10():\n",
    "    plt.rcParams.update({'font.size': 14})\n",
    "    fig, axs = plt.subplots(1, 2, figsize=(10, 3))\n",
    "    plot_microbenchmark_bar(\n",
    "        axs[0],\n",
    "        \"opt-175b-sharegpt\",\n",
    "        [(25, 0.03125), (25, 0.09375), (25, 0.15625), (25, 0.21875), (25, 0.28125)],\n",
    "        Backend(\"distserve\", SYSNAME, \"C0\", 21)\n",
    "    )\n",
    "    plot_migration_time_usage_cdf(\n",
    "        axs[1],\n",
    "        \"OPT-13B\",\n",
    "        \"opt-13b-sharegpt\",\n",
    "        100, 2,\n",
    "        Backend(\"distserve\", SYSNAME, \"C0\", 3)\n",
    "    )\n",
    "    plot_migration_time_usage_cdf(\n",
    "        axs[1],\n",
    "        \"OPT-66B\",\n",
    "        \"opt-66b-sharegpt\",\n",
    "        25, 0.375,\n",
    "        Backend(\"distserve\", SYSNAME, \"C0\", 8)\n",
    "    )\n",
    "    plot_migration_time_usage_cdf(\n",
    "        axs[1],\n",
    "        \"OPT-175B\",\n",
    "        \"opt-175b-sharegpt\",\n",
    "        25, 0.1875,\n",
    "        Backend(\"distserve\", SYSNAME, \"C0\", 21)\n",
    "    )\n",
    "    axs[1].legend(frameon=False, loc=\"lower right\")\n",
    "\n",
    "plot_fig10()\n",
    "save_plot_to(\"microbenchmark.pdf\")\n",
    "plt.show()"
   ]
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